[2025-11-20T23:06:53.972162] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-11-20T23:06:54.144571] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-11-20T23:06:54.315382] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-11-20T23:06:54.491940] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-11-20T23:06:54.492407] [WARN ] [STATE     ] State set to: WAITING
[2025-11-20T23:06:54.492469] [INFO ] [STATE     ] Checking TDM service status...
[2025-11-20T23:06:54.563009] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-20T23:06:54.567556] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-20), and is a dependency of this service.
[2025-11-20T23:06:54.601568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-20T23:06:54.637334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-20T23:06:54.673500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-20T23:06:54.673938] [WARN ] [STATE     ] State set to: RUNNING
[2025-11-20T23:06:54.674030] [INFO ] [CACHE     ] Starting cache update
[2025-11-20T23:06:54.674095] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-11-20T23:06:54.679281] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-11-20T23:06:54.679912] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-11-20T23:06:54.679995] [INFO ] [CACHE     ] Cache update completed successfully
[2025-11-20T23:06:54.680062] [INFO ] [sig       ] Resuming configuration (only processing symbols without existing configuration)
[2025-11-20T23:06:54.680131] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-11-20T23:06:54.715550] [DEBUG] [REMOTE    ] Fetched 1341 unique symbols from directory listing.
[2025-11-20T23:06:54.720240] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-11-20T23:06:54.721911] [INFO ] [sig       ] Skipping 1341 symbols with existing configuration
[2025-11-20T23:06:54.722013] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2025-11-20T23:06:54.722772] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-11-20T23:06:54.722843] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-11-20T23:06:54.751086] [DEBUG] [REMOTE    ] Fetched 1341 unique symbols from directory listing.
[2025-11-20T23:06:54.754184] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-11-20T23:06:54.754266] [INFO ] [sig       ] Found 1341 active symbols to forecast
[2025-11-20T23:06:54.754569] [INFO ] [sig       ] [1/1341] Forecasting A...
[2025-11-20T23:06:54.754656] [INFO ] [sig       ] Generating forecast for: A
[2025-11-20T23:06:54.754725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-11-20T23:06:54.767510] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'A'.
[2025-11-20T23:06:54.767907] [INFO ] [FORECASTER] Starting predict_future for A
[2025-11-20T23:06:54.768922] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-11-20T23:06:54.769004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:06:54.769069] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:06:54.769131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:06:54.769236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:06:54.838426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:06:54.839498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:06:54.839671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:06:54.839740] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:06:54.966265] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:06:54.966536] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:06:54.966787] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:06:54.966924] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:06:54.970937] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=14.50%)
[2025-11-20T23:06:54.971345] [INFO ] [FORECASTER] Completed predict_future for A
[2025-11-20T23:06:54.971599] [INFO ] [sig       ] A: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:06:55.161734] [INFO ] [LOCAL     ] Saved forecast: A	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/A.txt
[2025-11-20T23:06:55.161934] [INFO ] [sig       ] [1/1341] Completed A in 0.4s | 2.45 sym/s | Total: 0.4s | ETA: 9.1m
[2025-11-20T23:06:55.162002] [INFO ] [sig       ] [2/1341] Forecasting AFGC...
[2025-11-20T23:06:55.162049] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-11-20T23:06:55.162118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-11-20T23:06:55.174909] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AFGC'.
[2025-11-20T23:06:55.175394] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-11-20T23:06:55.176293] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-11-20T23:06:55.176368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:06:55.176418] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:06:55.176460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:06:55.176536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:06:55.246534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:06:55.247484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:06:55.247615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:06:55.247690] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:06:55.368568] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:06:55.368818] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:06:55.368877] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:06:55.368913] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:06:55.372756] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=48.73%)
[2025-11-20T23:06:55.373286] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-11-20T23:06:55.373528] [INFO ] [sig       ] AFGC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:06:55.516761] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/AFGC.txt
[2025-11-20T23:06:55.516957] [INFO ] [sig       ] [2/1341] Completed AFGC in 0.4s | 2.62 sym/s | Total: 0.8s | ETA: 8.5m
[2025-11-20T23:06:55.517020] [INFO ] [sig       ] [3/1341] Forecasting AJG...
[2025-11-20T23:06:55.517090] [INFO ] [sig       ] Generating forecast for: AJG
[2025-11-20T23:06:55.517141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-11-20T23:06:55.529119] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AJG'.
[2025-11-20T23:06:55.529533] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-11-20T23:06:55.530401] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-11-20T23:06:55.530476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:06:55.530525] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:06:55.530566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:06:55.530639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:06:55.601339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:06:55.602169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:06:55.602270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:06:55.602321] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:06:55.722036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:06:55.722275] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:06:55.722345] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:06:55.722397] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:06:55.727324] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=88.10%)
[2025-11-20T23:06:55.727984] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-11-20T23:06:55.728244] [INFO ] [sig       ] AJG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:06:55.892786] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/AJG.txt
[2025-11-20T23:06:55.893021] [INFO ] [sig       ] [3/1341] Completed AJG in 0.4s | 2.64 sym/s | Total: 1.1s | ETA: 8.5m
[2025-11-20T23:06:55.893113] [INFO ] [sig       ] [4/1341] Forecasting AKR...
[2025-11-20T23:06:55.893166] [INFO ] [sig       ] Generating forecast for: AKR
[2025-11-20T23:06:55.893210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKR' from 'https://tdm.silogroup.org/data/derivative_storage/AKR.csv'.
[2025-11-20T23:06:55.905416] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AKR'.
[2025-11-20T23:06:55.905900] [INFO ] [FORECASTER] Starting predict_future for AKR
[2025-11-20T23:06:55.906820] [DEBUG] [LOCAL     ] No optimal features file found for AKR: ./output/feature-sets/AKR.txt
[2025-11-20T23:06:55.906917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:06:55.906968] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:06:55.907009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:06:55.907083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:06:55.978250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:06:55.979062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:06:55.979166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:06:55.979223] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:06:56.097422] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:06:56.097671] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:06:56.097750] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:06:56.097797] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:06:56.101527] [DEBUG] [FORECASTER] AKR: Forecast T+1@11:T+2@11: UP (p=73.97%)
[2025-11-20T23:06:56.102033] [INFO ] [FORECASTER] Completed predict_future for AKR
[2025-11-20T23:06:56.102265] [INFO ] [sig       ] AKR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:06:56.244734] [INFO ] [LOCAL     ] Saved forecast: AKR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/AKR.txt
[2025-11-20T23:06:56.244908] [INFO ] [sig       ] [4/1341] Completed AKR in 0.4s | 2.68 sym/s | Total: 1.5s | ETA: 8.3m
[2025-11-20T23:06:56.244966] [INFO ] [sig       ] [5/1341] Forecasting ALB...
[2025-11-20T23:06:56.245006] [INFO ] [sig       ] Generating forecast for: ALB
[2025-11-20T23:06:56.245074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-11-20T23:06:56.256719] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ALB'.
[2025-11-20T23:06:56.257144] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-11-20T23:06:56.257995] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-11-20T23:06:56.258067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:06:56.258132] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:06:56.258175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:06:56.258247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:06:56.328296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:06:56.329111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:06:56.329214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:06:56.329262] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:06:56.460612] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:06:56.460843] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:06:56.460891] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:06:56.460925] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:06:56.464453] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: UP (p=64.88%)
[2025-11-20T23:06:56.464804] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-11-20T23:06:56.464965] [INFO ] [sig       ] ALB: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:06:56.607063] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ALB.txt
[2025-11-20T23:06:56.607252] [INFO ] [sig       ] [5/1341] Completed ALB in 0.4s | 2.70 sym/s | Total: 1.9s | ETA: 8.3m
[2025-11-20T23:06:56.607338] [INFO ] [sig       ] [6/1341] Forecasting ALG...
[2025-11-20T23:06:56.607390] [INFO ] [sig       ] Generating forecast for: ALG
[2025-11-20T23:06:56.607432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-11-20T23:06:56.619476] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ALG'.
[2025-11-20T23:06:56.619896] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-11-20T23:06:56.620735] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-11-20T23:06:56.620808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:06:56.620855] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:06:56.620895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:06:56.620968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:06:56.689662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:06:56.690438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:06:56.690538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:06:56.690586] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:06:56.808582] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:06:56.808809] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:06:56.808856] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:06:56.808890] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:06:56.812523] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: UP (p=76.04%)
[2025-11-20T23:06:56.812887] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-11-20T23:06:56.813055] [INFO ] [sig       ] ALG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:06:56.964341] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ALG.txt
[2025-11-20T23:06:56.964543] [INFO ] [sig       ] [6/1341] Completed ALG in 0.4s | 2.71 sym/s | Total: 2.2s | ETA: 8.2m
[2025-11-20T23:06:56.964603] [INFO ] [sig       ] [7/1341] Forecasting ALUR...
[2025-11-20T23:06:56.964687] [INFO ] [sig       ] Generating forecast for: ALUR
[2025-11-20T23:06:56.964740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALUR' from 'https://tdm.silogroup.org/data/derivative_storage/ALUR.csv'.
[2025-11-20T23:06:56.977027] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ALUR'.
[2025-11-20T23:06:56.977543] [INFO ] [FORECASTER] Starting predict_future for ALUR
[2025-11-20T23:06:56.978427] [DEBUG] [LOCAL     ] No optimal features file found for ALUR: ./output/feature-sets/ALUR.txt
[2025-11-20T23:06:56.978517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:06:56.978577] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:06:56.978635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:06:56.978733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:06:57.049615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:06:57.050587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:06:57.050715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:06:57.050765] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:06:57.161152] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:06:57.161373] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:06:57.161420] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:06:57.161454] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:06:57.165163] [DEBUG] [FORECASTER] ALUR: Forecast T+1@11:T+2@11: DOWN (p=46.02%)
[2025-11-20T23:06:57.165488] [INFO ] [FORECASTER] Completed predict_future for ALUR
[2025-11-20T23:06:57.165661] [INFO ] [sig       ] ALUR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:06:57.311320] [INFO ] [LOCAL     ] Saved forecast: ALUR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ALUR.txt
[2025-11-20T23:06:57.311529] [INFO ] [sig       ] [7/1341] Completed ALUR in 0.3s | 2.74 sym/s | Total: 2.6s | ETA: 8.1m
[2025-11-20T23:06:57.311587] [INFO ] [sig       ] [8/1341] Forecasting AMCR...
[2025-11-20T23:06:57.311630] [INFO ] [sig       ] Generating forecast for: AMCR
[2025-11-20T23:06:57.311697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCR' from 'https://tdm.silogroup.org/data/derivative_storage/AMCR.csv'.
[2025-11-20T23:06:57.324482] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AMCR'.
[2025-11-20T23:06:57.324953] [INFO ] [FORECASTER] Starting predict_future for AMCR
[2025-11-20T23:06:57.325813] [DEBUG] [LOCAL     ] No optimal features file found for AMCR: ./output/feature-sets/AMCR.txt
[2025-11-20T23:06:57.325888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:06:57.325935] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:06:57.325977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:06:57.326047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:06:57.395202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:06:57.396241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:06:57.396350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:06:57.396397] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:06:57.506358] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:06:57.506538] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:06:57.506588] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:06:57.506621] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:06:57.510215] [DEBUG] [FORECASTER] AMCR: Forecast T+1@11:T+2@11: DOWN (p=22.60%)
[2025-11-20T23:06:57.510524] [INFO ] [FORECASTER] Completed predict_future for AMCR
[2025-11-20T23:06:57.510694] [INFO ] [sig       ] AMCR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:06:57.653352] [INFO ] [LOCAL     ] Saved forecast: AMCR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/AMCR.txt
[2025-11-20T23:06:57.653522] [INFO ] [sig       ] [8/1341] Completed AMCR in 0.3s | 2.76 sym/s | Total: 2.9s | ETA: 8.1m
[2025-11-20T23:06:57.653582] [INFO ] [sig       ] [9/1341] Forecasting AME...
[2025-11-20T23:06:57.653635] [INFO ] [sig       ] Generating forecast for: AME
[2025-11-20T23:06:57.653698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-11-20T23:06:57.665631] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AME'.
[2025-11-20T23:06:57.665994] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-11-20T23:06:57.666838] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-11-20T23:06:57.666940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:06:57.666998] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:06:57.667035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:06:57.667103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:06:57.734764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:06:57.735528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:06:57.735630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:06:57.735698] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:06:57.859652] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:06:57.859815] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:06:57.859860] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:06:57.859893] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:06:57.863303] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=48.18%)
[2025-11-20T23:06:57.863672] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-11-20T23:06:57.863856] [INFO ] [sig       ] AME: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:06:58.006474] [INFO ] [LOCAL     ] Saved forecast: AME	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/AME.txt
[2025-11-20T23:06:58.006663] [INFO ] [sig       ] [9/1341] Completed AME in 0.4s | 2.77 sym/s | Total: 3.3s | ETA: 8.0m
[2025-11-20T23:06:58.006722] [INFO ] [sig       ] [10/1341] Forecasting AMN...
[2025-11-20T23:06:58.006767] [INFO ] [sig       ] Generating forecast for: AMN
[2025-11-20T23:06:58.006839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-11-20T23:06:58.018557] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AMN'.
[2025-11-20T23:06:58.018879] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-11-20T23:06:58.019737] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-11-20T23:06:58.019806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:06:58.019852] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:06:58.019893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:06:58.019963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:06:58.087904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:06:58.088591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:06:58.088715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:06:58.088766] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:06:58.222089] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:06:58.222316] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:06:58.222379] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:06:58.222423] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:06:58.226181] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=70.46%)
[2025-11-20T23:06:58.226542] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-11-20T23:06:58.226993] [INFO ] [sig       ] AMN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:06:58.370877] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/AMN.txt
[2025-11-20T23:06:58.371036] [INFO ] [sig       ] [10/1341] Completed AMN in 0.4s | 2.77 sym/s | Total: 3.6s | ETA: 8.0m
[2025-11-20T23:06:58.371092] [INFO ] [sig       ] [11/1341] Forecasting AMPY...
[2025-11-20T23:06:58.371136] [INFO ] [sig       ] Generating forecast for: AMPY
[2025-11-20T23:06:58.371197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPY' from 'https://tdm.silogroup.org/data/derivative_storage/AMPY.csv'.
[2025-11-20T23:06:58.382398] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AMPY'.
[2025-11-20T23:06:58.382728] [INFO ] [FORECASTER] Starting predict_future for AMPY
[2025-11-20T23:06:58.383534] [DEBUG] [LOCAL     ] No optimal features file found for AMPY: ./output/feature-sets/AMPY.txt
[2025-11-20T23:06:58.383607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:06:58.383677] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:06:58.383721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:06:58.383798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:06:58.451218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:06:58.451885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:06:58.451980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:06:58.452027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:06:58.576595] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:06:58.576878] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:06:58.576935] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:06:58.576971] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:06:58.581352] [DEBUG] [FORECASTER] AMPY: Forecast T+1@11:T+2@11: DOWN (p=12.44%)
[2025-11-20T23:06:58.581787] [INFO ] [FORECASTER] Completed predict_future for AMPY
[2025-11-20T23:06:58.582193] [INFO ] [sig       ] AMPY: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:06:58.732636] [INFO ] [LOCAL     ] Saved forecast: AMPY	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/AMPY.txt
[2025-11-20T23:06:58.732903] [INFO ] [sig       ] [11/1341] Completed AMPY in 0.4s | 2.76 sym/s | Total: 4.0s | ETA: 8.0m
[2025-11-20T23:06:58.733001] [INFO ] [sig       ] [12/1341] Forecasting AMRC...
[2025-11-20T23:06:58.733055] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-11-20T23:06:58.733102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-11-20T23:06:58.745769] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AMRC'.
[2025-11-20T23:06:58.746214] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-11-20T23:06:58.747269] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-11-20T23:06:58.747344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:06:58.747393] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:06:58.747436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:06:58.747511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:06:58.817472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:06:58.818537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:06:58.818676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:06:58.818730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:06:58.947167] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:06:58.947450] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:06:58.947706] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:06:58.947834] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:06:58.951880] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=77.10%)
[2025-11-20T23:06:58.952231] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-11-20T23:06:58.952490] [INFO ] [sig       ] AMRC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:06:59.096870] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/AMRC.txt
[2025-11-20T23:06:59.097333] [INFO ] [sig       ] [12/1341] Completed AMRC in 0.4s | 2.76 sym/s | Total: 4.3s | ETA: 8.0m
[2025-11-20T23:06:59.097463] [INFO ] [sig       ] [13/1341] Forecasting AMTB...
[2025-11-20T23:06:59.097579] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-11-20T23:06:59.097706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-11-20T23:06:59.110742] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AMTB'.
[2025-11-20T23:06:59.111158] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-11-20T23:06:59.112134] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-11-20T23:06:59.112210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:06:59.112262] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:06:59.112305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:06:59.112382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:06:59.184500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:06:59.185832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:06:59.185957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:06:59.186020] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:06:59.309447] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:06:59.309693] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:06:59.309762] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:06:59.309809] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:06:59.313488] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=91.44%)
[2025-11-20T23:06:59.313873] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-11-20T23:06:59.314233] [INFO ] [sig       ] AMTB: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:06:59.460802] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/AMTB.txt
[2025-11-20T23:06:59.460990] [INFO ] [sig       ] [13/1341] Completed AMTB in 0.4s | 2.76 sym/s | Total: 4.7s | ETA: 8.0m
[2025-11-20T23:06:59.461049] [INFO ] [sig       ] [14/1341] Forecasting AMTD...
[2025-11-20T23:06:59.461121] [INFO ] [sig       ] Generating forecast for: AMTD
[2025-11-20T23:06:59.461187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTD' from 'https://tdm.silogroup.org/data/derivative_storage/AMTD.csv'.
[2025-11-20T23:06:59.473154] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AMTD'.
[2025-11-20T23:06:59.473698] [INFO ] [FORECASTER] Starting predict_future for AMTD
[2025-11-20T23:06:59.474572] [DEBUG] [LOCAL     ] No optimal features file found for AMTD: ./output/feature-sets/AMTD.txt
[2025-11-20T23:06:59.474671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:06:59.474723] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:06:59.474764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:06:59.474839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:06:59.554678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:06:59.555702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:06:59.555810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:06:59.555884] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:06:59.673025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:06:59.673260] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:06:59.673310] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:06:59.673344] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:06:59.677182] [DEBUG] [FORECASTER] AMTD: Forecast T+1@11:T+2@11: UP (p=96.24%)
[2025-11-20T23:06:59.677510] [INFO ] [FORECASTER] Completed predict_future for AMTD
[2025-11-20T23:06:59.677701] [INFO ] [sig       ] AMTD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:06:59.820343] [INFO ] [LOCAL     ] Saved forecast: AMTD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/AMTD.txt
[2025-11-20T23:06:59.820523] [INFO ] [sig       ] [14/1341] Completed AMTD in 0.4s | 2.76 sym/s | Total: 5.1s | ETA: 8.0m
[2025-11-20T23:06:59.820582] [INFO ] [sig       ] [15/1341] Forecasting ANF...
[2025-11-20T23:06:59.820667] [INFO ] [sig       ] Generating forecast for: ANF
[2025-11-20T23:06:59.820722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-11-20T23:06:59.832610] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ANF'.
[2025-11-20T23:06:59.833240] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-11-20T23:06:59.834100] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-11-20T23:06:59.834174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:06:59.834224] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:06:59.834261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:06:59.834337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:06:59.902141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:06:59.902855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:06:59.902956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:06:59.903005] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:00.009558] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:00.009805] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:00.009864] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:00.009899] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:00.013789] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: UP (p=95.10%)
[2025-11-20T23:07:00.014212] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-11-20T23:07:00.014387] [INFO ] [sig       ] ANF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:00.167465] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ANF.txt
[2025-11-20T23:07:00.167696] [INFO ] [sig       ] [15/1341] Completed ANF in 0.3s | 2.77 sym/s | Total: 5.4s | ETA: 8.0m
[2025-11-20T23:07:00.167755] [INFO ] [sig       ] [16/1341] Forecasting ANVS...
[2025-11-20T23:07:00.167799] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-11-20T23:07:00.167868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-11-20T23:07:00.179933] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ANVS'.
[2025-11-20T23:07:00.180359] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-11-20T23:07:00.181259] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-11-20T23:07:00.181335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:00.181385] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:00.181427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:00.181518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:00.253152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:00.254162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:00.254293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:00.254345] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:00.383092] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:00.383469] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:00.383526] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:00.383571] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:00.387770] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: UP (p=97.39%)
[2025-11-20T23:07:00.388118] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-11-20T23:07:00.388291] [INFO ] [sig       ] ANVS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:00.532526] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ANVS.txt
[2025-11-20T23:07:00.532749] [INFO ] [sig       ] [16/1341] Completed ANVS in 0.4s | 2.77 sym/s | Total: 5.8s | ETA: 8.0m
[2025-11-20T23:07:00.532843] [INFO ] [sig       ] [17/1341] Forecasting AORT...
[2025-11-20T23:07:00.532892] [INFO ] [sig       ] Generating forecast for: AORT
[2025-11-20T23:07:00.532939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AORT' from 'https://tdm.silogroup.org/data/derivative_storage/AORT.csv'.
[2025-11-20T23:07:00.546758] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AORT'.
[2025-11-20T23:07:00.547272] [INFO ] [FORECASTER] Starting predict_future for AORT
[2025-11-20T23:07:00.548282] [DEBUG] [LOCAL     ] No optimal features file found for AORT: ./output/feature-sets/AORT.txt
[2025-11-20T23:07:00.548356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:00.548436] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:00.548480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:00.548553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:00.617128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:00.618078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:00.618200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:00.618252] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:01.491570] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:01.491812] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:01.491870] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:01.491906] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:01.496127] [DEBUG] [FORECASTER] AORT: Forecast T+1@11:T+2@11: UP (p=83.19%)
[2025-11-20T23:07:01.496489] [INFO ] [FORECASTER] Completed predict_future for AORT
[2025-11-20T23:07:01.496886] [INFO ] [sig       ] AORT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:01.647040] [INFO ] [LOCAL     ] Saved forecast: AORT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/AORT.txt
[2025-11-20T23:07:01.647319] [INFO ] [sig       ] [17/1341] Completed AORT in 1.1s | 2.47 sym/s | Total: 6.9s | ETA: 8.9m
[2025-11-20T23:07:01.647386] [INFO ] [sig       ] [18/1341] Forecasting APO...
[2025-11-20T23:07:01.647504] [INFO ] [sig       ] Generating forecast for: APO
[2025-11-20T23:07:01.647550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-11-20T23:07:01.661468] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'APO'.
[2025-11-20T23:07:01.662032] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-11-20T23:07:01.663037] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-11-20T23:07:01.663126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:01.663175] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:01.663207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:01.663272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:01.737814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:01.738973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:01.739089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:01.739140] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:01.881314] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:01.881633] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:01.881719] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:01.881775] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:01.886354] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: UP (p=71.17%)
[2025-11-20T23:07:01.886777] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-11-20T23:07:01.887016] [INFO ] [sig       ] APO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:02.034797] [INFO ] [LOCAL     ] Saved forecast: APO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/APO.txt
[2025-11-20T23:07:02.035062] [INFO ] [sig       ] [18/1341] Completed APO in 0.4s | 2.47 sym/s | Total: 7.3s | ETA: 8.9m
[2025-11-20T23:07:02.035141] [INFO ] [sig       ] [19/1341] Forecasting AQNB...
[2025-11-20T23:07:02.035239] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-11-20T23:07:02.035311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-11-20T23:07:02.050837] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AQNB'.
[2025-11-20T23:07:02.051497] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-11-20T23:07:02.052759] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-11-20T23:07:02.052843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:02.052911] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:02.052978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:02.053081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:02.125297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:02.126513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:02.126662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:02.126713] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:02.255303] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:02.255564] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:02.255635] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:02.255706] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:02.259948] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: DOWN (p=24.76%)
[2025-11-20T23:07:02.260322] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-11-20T23:07:02.260515] [INFO ] [sig       ] AQNB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:02.408600] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/AQNB.txt
[2025-11-20T23:07:02.408873] [INFO ] [sig       ] [19/1341] Completed AQNB in 0.4s | 2.48 sym/s | Total: 7.7s | ETA: 8.9m
[2025-11-20T23:07:02.408932] [INFO ] [sig       ] [20/1341] Forecasting AR...
[2025-11-20T23:07:02.409006] [INFO ] [sig       ] Generating forecast for: AR
[2025-11-20T23:07:02.409056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AR' from 'https://tdm.silogroup.org/data/derivative_storage/AR.csv'.
[2025-11-20T23:07:02.422903] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AR'.
[2025-11-20T23:07:02.423509] [INFO ] [FORECASTER] Starting predict_future for AR
[2025-11-20T23:07:02.424599] [DEBUG] [LOCAL     ] No optimal features file found for AR: ./output/feature-sets/AR.txt
[2025-11-20T23:07:02.424708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:02.424761] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:02.424806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:02.424897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:02.502940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:02.504151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:02.504280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:02.504344] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:02.641245] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:02.641484] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:02.641568] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:02.641608] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:02.645672] [DEBUG] [FORECASTER] AR: Forecast T+1@11:T+2@11: UP (p=84.55%)
[2025-11-20T23:07:02.646066] [INFO ] [FORECASTER] Completed predict_future for AR
[2025-11-20T23:07:02.646242] [INFO ] [sig       ] AR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:02.790673] [INFO ] [LOCAL     ] Saved forecast: AR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/AR.txt
[2025-11-20T23:07:02.791009] [INFO ] [sig       ] [20/1341] Completed AR in 0.4s | 2.49 sym/s | Total: 8.0s | ETA: 8.8m
[2025-11-20T23:07:02.791075] [INFO ] [sig       ] [21/1341] Forecasting ARCO...
[2025-11-20T23:07:02.791122] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-11-20T23:07:02.791166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-11-20T23:07:02.805252] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ARCO'.
[2025-11-20T23:07:02.805880] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-11-20T23:07:02.806991] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-11-20T23:07:02.807085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:02.807133] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:02.807173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:02.807244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:02.879873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:02.881136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:02.881260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:02.881315] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:03.007324] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:03.007565] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:03.007624] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:03.007678] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:03.011911] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: UP (p=79.54%)
[2025-11-20T23:07:03.012307] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-11-20T23:07:03.012494] [INFO ] [sig       ] ARCO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:03.163386] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ARCO.txt
[2025-11-20T23:07:03.163719] [INFO ] [sig       ] [21/1341] Completed ARCO in 0.4s | 2.50 sym/s | Total: 8.4s | ETA: 8.8m
[2025-11-20T23:07:03.163798] [INFO ] [sig       ] [22/1341] Forecasting ARE...
[2025-11-20T23:07:03.163880] [INFO ] [sig       ] Generating forecast for: ARE
[2025-11-20T23:07:03.163930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-11-20T23:07:03.180605] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ARE'.
[2025-11-20T23:07:03.181209] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-11-20T23:07:03.182301] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-11-20T23:07:03.182383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:03.182452] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:03.182517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:03.182676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:03.255560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:03.256735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:03.256877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:03.256935] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:03.389417] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:03.389753] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:03.390008] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:03.390115] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:03.394367] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=29.43%)
[2025-11-20T23:07:03.394813] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-11-20T23:07:03.395024] [INFO ] [sig       ] ARE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:03.543935] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ARE.txt
[2025-11-20T23:07:03.544141] [INFO ] [sig       ] [22/1341] Completed ARE in 0.4s | 2.50 sym/s | Total: 8.8s | ETA: 8.8m
[2025-11-20T23:07:03.544201] [INFO ] [sig       ] [23/1341] Forecasting ARLO...
[2025-11-20T23:07:03.544245] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-11-20T23:07:03.544327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-11-20T23:07:03.558152] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ARLO'.
[2025-11-20T23:07:03.558608] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-11-20T23:07:03.559546] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-11-20T23:07:03.559619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:03.559687] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:03.559731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:03.559807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:03.631723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:03.633016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:03.633156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:03.633221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:03.765058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:03.765300] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:03.765358] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:03.765394] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:03.769690] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2025-11-20T23:07:03.770063] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-11-20T23:07:03.770244] [INFO ] [sig       ] ARLO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:03.927854] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ARLO.txt
[2025-11-20T23:07:03.928059] [INFO ] [sig       ] [23/1341] Completed ARLO in 0.4s | 2.51 sym/s | Total: 9.2s | ETA: 8.8m
[2025-11-20T23:07:03.928152] [INFO ] [sig       ] [24/1341] Forecasting ASA...
[2025-11-20T23:07:03.928191] [INFO ] [sig       ] Generating forecast for: ASA
[2025-11-20T23:07:03.928230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-11-20T23:07:03.940712] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ASA'.
[2025-11-20T23:07:03.941155] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-11-20T23:07:03.942027] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-11-20T23:07:03.942099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:03.942147] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:03.942191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:03.942264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:04.010876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:04.011913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:04.012020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:04.012069] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:04.134765] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:04.134991] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:04.135049] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:04.135083] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:04.138807] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=39.94%)
[2025-11-20T23:07:04.139120] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-11-20T23:07:04.139278] [INFO ] [sig       ] ASA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:04.281696] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ASA.txt
[2025-11-20T23:07:04.281891] [INFO ] [sig       ] [24/1341] Completed ASA in 0.4s | 2.52 sym/s | Total: 9.5s | ETA: 8.7m
[2025-11-20T23:07:04.281949] [INFO ] [sig       ] [25/1341] Forecasting ASAN...
[2025-11-20T23:07:04.281995] [INFO ] [sig       ] Generating forecast for: ASAN
[2025-11-20T23:07:04.282034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASAN' from 'https://tdm.silogroup.org/data/derivative_storage/ASAN.csv'.
[2025-11-20T23:07:04.294827] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ASAN'.
[2025-11-20T23:07:04.295215] [INFO ] [FORECASTER] Starting predict_future for ASAN
[2025-11-20T23:07:04.296079] [DEBUG] [LOCAL     ] No optimal features file found for ASAN: ./output/feature-sets/ASAN.txt
[2025-11-20T23:07:04.296151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:04.296199] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:04.296239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:04.296311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:04.365609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:04.366451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:04.366554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:04.366602] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:04.496586] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:04.496828] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:04.496937] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:04.496977] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:04.500693] [DEBUG] [FORECASTER] ASAN: Forecast T+1@11:T+2@11: UP (p=65.17%)
[2025-11-20T23:07:04.501018] [INFO ] [FORECASTER] Completed predict_future for ASAN
[2025-11-20T23:07:04.501182] [INFO ] [sig       ] ASAN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:04.651377] [INFO ] [LOCAL     ] Saved forecast: ASAN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ASAN.txt
[2025-11-20T23:07:04.651991] [INFO ] [sig       ] [25/1341] Completed ASAN in 0.4s | 2.53 sym/s | Total: 9.9s | ETA: 8.7m
[2025-11-20T23:07:04.652056] [INFO ] [sig       ] [26/1341] Forecasting ASGI...
[2025-11-20T23:07:04.652104] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-11-20T23:07:04.652149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-11-20T23:07:04.665408] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ASGI'.
[2025-11-20T23:07:04.665830] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-11-20T23:07:04.666686] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-11-20T23:07:04.666757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:04.666804] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:04.666868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:04.666947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:04.736608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:04.737493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:04.737600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:04.737686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:04.864004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:04.864220] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:04.864267] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:04.864300] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:04.867921] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=17.43%)
[2025-11-20T23:07:04.868230] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-11-20T23:07:04.868391] [INFO ] [sig       ] ASGI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:05.010637] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ASGI.txt
[2025-11-20T23:07:05.010867] [INFO ] [sig       ] [26/1341] Completed ASGI in 0.4s | 2.54 sym/s | Total: 10.3s | ETA: 8.6m
[2025-11-20T23:07:05.010951] [INFO ] [sig       ] [27/1341] Forecasting ASGN...
[2025-11-20T23:07:05.010993] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-11-20T23:07:05.011039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-11-20T23:07:05.023115] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ASGN'.
[2025-11-20T23:07:05.023521] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-11-20T23:07:05.024361] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-11-20T23:07:05.024433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:05.024479] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:05.024519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:05.024589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:05.092415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:05.093212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:05.093313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:05.093361] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:05.212944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:05.213143] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:05.213194] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:05.213227] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:05.216753] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=45.22%)
[2025-11-20T23:07:05.217101] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-11-20T23:07:05.217258] [INFO ] [sig       ] ASGN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:05.364752] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ASGN.txt
[2025-11-20T23:07:05.365005] [INFO ] [sig       ] [27/1341] Completed ASGN in 0.4s | 2.54 sym/s | Total: 10.6s | ETA: 8.6m
[2025-11-20T23:07:05.365128] [INFO ] [sig       ] [28/1341] Forecasting ASR...
[2025-11-20T23:07:05.365182] [INFO ] [sig       ] Generating forecast for: ASR
[2025-11-20T23:07:05.365226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASR' from 'https://tdm.silogroup.org/data/derivative_storage/ASR.csv'.
[2025-11-20T23:07:05.378710] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ASR'.
[2025-11-20T23:07:05.379105] [INFO ] [FORECASTER] Starting predict_future for ASR
[2025-11-20T23:07:05.379964] [DEBUG] [LOCAL     ] No optimal features file found for ASR: ./output/feature-sets/ASR.txt
[2025-11-20T23:07:05.380035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:05.380083] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:05.380122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:05.380193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:05.449257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:05.450019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:05.450163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:05.450215] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:05.577123] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:05.577336] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:05.577385] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:05.577420] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:05.581052] [DEBUG] [FORECASTER] ASR: Forecast T+1@11:T+2@11: UP (p=87.97%)
[2025-11-20T23:07:05.581390] [INFO ] [FORECASTER] Completed predict_future for ASR
[2025-11-20T23:07:05.581563] [INFO ] [sig       ] ASR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:05.722820] [INFO ] [LOCAL     ] Saved forecast: ASR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ASR.txt
[2025-11-20T23:07:05.722966] [INFO ] [sig       ] [28/1341] Completed ASR in 0.4s | 2.55 sym/s | Total: 11.0s | ETA: 8.6m
[2025-11-20T23:07:05.723024] [INFO ] [sig       ] [29/1341] Forecasting ATEN...
[2025-11-20T23:07:05.723068] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-11-20T23:07:05.723144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-11-20T23:07:05.735887] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ATEN'.
[2025-11-20T23:07:05.736234] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-11-20T23:07:05.737134] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-11-20T23:07:05.737205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:05.737266] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:05.737308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:05.737379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:05.806771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:05.807476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:05.807576] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:05.807624] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:05.929962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:05.930122] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:05.930167] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:05.930200] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:05.933637] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2025-11-20T23:07:05.933958] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-11-20T23:07:05.934110] [INFO ] [sig       ] ATEN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:06.077246] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ATEN.txt
[2025-11-20T23:07:06.077410] [INFO ] [sig       ] [29/1341] Completed ATEN in 0.4s | 2.56 sym/s | Total: 11.3s | ETA: 8.5m
[2025-11-20T23:07:06.077467] [INFO ] [sig       ] [30/1341] Forecasting ATGE...
[2025-11-20T23:07:06.077510] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-11-20T23:07:06.077572] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-11-20T23:07:06.089492] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ATGE'.
[2025-11-20T23:07:06.089910] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-11-20T23:07:06.090744] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-11-20T23:07:06.090815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:06.090861] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:06.090902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:06.090972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:06.158895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:06.159764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:06.159861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:06.159909] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:06.290553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:06.290770] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:06.290833] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:06.290867] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:06.294380] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2025-11-20T23:07:06.294709] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-11-20T23:07:06.294875] [INFO ] [sig       ] ATGE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:06.437004] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ATGE.txt
[2025-11-20T23:07:06.437188] [INFO ] [sig       ] [30/1341] Completed ATGE in 0.4s | 2.57 sym/s | Total: 11.7s | ETA: 8.5m
[2025-11-20T23:07:06.437247] [INFO ] [sig       ] [31/1341] Forecasting ATI...
[2025-11-20T23:07:06.437294] [INFO ] [sig       ] Generating forecast for: ATI
[2025-11-20T23:07:06.437369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-11-20T23:07:06.449567] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ATI'.
[2025-11-20T23:07:06.450017] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-11-20T23:07:06.450865] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-11-20T23:07:06.450939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:06.450988] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:06.451029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:06.451100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:06.518411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:06.519131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:06.519233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:06.519282] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:06.663058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:06.663245] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:06.663292] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:06.663325] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:06.666905] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: UP (p=92.54%)
[2025-11-20T23:07:06.667216] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-11-20T23:07:06.667377] [INFO ] [sig       ] ATI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:06.815390] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ATI.txt
[2025-11-20T23:07:06.815665] [INFO ] [sig       ] [31/1341] Completed ATI in 0.4s | 2.57 sym/s | Total: 12.1s | ETA: 8.5m
[2025-11-20T23:07:06.815752] [INFO ] [sig       ] [32/1341] Forecasting ATKR...
[2025-11-20T23:07:06.815794] [INFO ] [sig       ] Generating forecast for: ATKR
[2025-11-20T23:07:06.815841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATKR' from 'https://tdm.silogroup.org/data/derivative_storage/ATKR.csv'.
[2025-11-20T23:07:06.829063] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ATKR'.
[2025-11-20T23:07:06.829480] [INFO ] [FORECASTER] Starting predict_future for ATKR
[2025-11-20T23:07:06.830409] [DEBUG] [LOCAL     ] No optimal features file found for ATKR: ./output/feature-sets/ATKR.txt
[2025-11-20T23:07:06.830484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:06.830533] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:06.830575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:06.830669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:06.900516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:06.901611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:06.901762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:06.901812] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:07.022888] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:07.023130] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:07.023183] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:07.023217] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:07.026822] [DEBUG] [FORECASTER] ATKR: Forecast T+1@11:T+2@11: DOWN (p=19.65%)
[2025-11-20T23:07:07.027149] [INFO ] [FORECASTER] Completed predict_future for ATKR
[2025-11-20T23:07:07.027316] [INFO ] [sig       ] ATKR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:07.170486] [INFO ] [LOCAL     ] Saved forecast: ATKR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ATKR.txt
[2025-11-20T23:07:07.170711] [INFO ] [sig       ] [32/1341] Completed ATKR in 0.4s | 2.58 sym/s | Total: 12.4s | ETA: 8.5m
[2025-11-20T23:07:07.170774] [INFO ] [sig       ] [33/1341] Forecasting ATO...
[2025-11-20T23:07:07.170827] [INFO ] [sig       ] Generating forecast for: ATO
[2025-11-20T23:07:07.170905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-11-20T23:07:07.185260] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ATO'.
[2025-11-20T23:07:07.185839] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-11-20T23:07:07.186872] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-11-20T23:07:07.186949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:07.187002] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:07.187046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:07.187157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:07.256835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:07.257841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:07.257982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:07.258035] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:07.385469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:07.385773] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:07.385846] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:07.385885] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:07.390155] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=94.26%)
[2025-11-20T23:07:07.390518] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-11-20T23:07:07.390710] [INFO ] [sig       ] ATO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:07.536762] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ATO.txt
[2025-11-20T23:07:07.537048] [INFO ] [sig       ] [33/1341] Completed ATO in 0.4s | 2.58 sym/s | Total: 12.8s | ETA: 8.4m
[2025-11-20T23:07:07.537149] [INFO ] [sig       ] [34/1341] Forecasting AU...
[2025-11-20T23:07:07.537198] [INFO ] [sig       ] Generating forecast for: AU
[2025-11-20T23:07:07.537243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AU' from 'https://tdm.silogroup.org/data/derivative_storage/AU.csv'.
[2025-11-20T23:07:07.550186] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AU'.
[2025-11-20T23:07:07.550623] [INFO ] [FORECASTER] Starting predict_future for AU
[2025-11-20T23:07:07.551509] [DEBUG] [LOCAL     ] No optimal features file found for AU: ./output/feature-sets/AU.txt
[2025-11-20T23:07:07.551582] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:07.551630] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:07.551709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:07.551783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:07.618945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:07.619779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:07.619884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:07.619931] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:07.746467] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:07.746698] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:07.746749] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:07.746793] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:07.750704] [DEBUG] [FORECASTER] AU: Forecast T+1@11:T+2@11: DOWN (p=19.86%)
[2025-11-20T23:07:07.751235] [INFO ] [FORECASTER] Completed predict_future for AU
[2025-11-20T23:07:07.751400] [INFO ] [sig       ] AU: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:07.893259] [INFO ] [LOCAL     ] Saved forecast: AU	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/AU.txt
[2025-11-20T23:07:07.893422] [INFO ] [sig       ] [34/1341] Completed AU in 0.4s | 2.59 sym/s | Total: 13.1s | ETA: 8.4m
[2025-11-20T23:07:07.893477] [INFO ] [sig       ] [35/1341] Forecasting AVAL...
[2025-11-20T23:07:07.893520] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-11-20T23:07:07.893562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-11-20T23:07:07.904896] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AVAL'.
[2025-11-20T23:07:07.905215] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-11-20T23:07:07.906094] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-11-20T23:07:07.906166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:07.906210] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:07.906264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:07.906350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:07.975233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:07.975950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:07.976049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:07.976111] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:08.099560] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:08.099734] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:08.099786] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:08.099820] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:08.103215] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=69.48%)
[2025-11-20T23:07:08.103510] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-11-20T23:07:08.103688] [INFO ] [sig       ] AVAL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:08.244373] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/AVAL.txt
[2025-11-20T23:07:08.244578] [INFO ] [sig       ] [35/1341] Completed AVAL in 0.4s | 2.59 sym/s | Total: 13.5s | ETA: 8.4m
[2025-11-20T23:07:08.244697] [INFO ] [sig       ] [36/1341] Forecasting AVD...
[2025-11-20T23:07:08.244745] [INFO ] [sig       ] Generating forecast for: AVD
[2025-11-20T23:07:08.244788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-11-20T23:07:08.257396] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AVD'.
[2025-11-20T23:07:08.257891] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-11-20T23:07:08.258747] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-11-20T23:07:08.258822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:08.258871] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:08.258913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:08.259002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:08.327972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:08.328992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:08.329102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:08.329152] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:08.453249] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:08.453484] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:08.453531] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:08.453590] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:08.457301] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=15.71%)
[2025-11-20T23:07:08.457673] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-11-20T23:07:08.457848] [INFO ] [sig       ] AVD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:08.603612] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/AVD.txt
[2025-11-20T23:07:08.603885] [INFO ] [sig       ] [36/1341] Completed AVD in 0.4s | 2.60 sym/s | Total: 13.8s | ETA: 8.4m
[2025-11-20T23:07:08.603944] [INFO ] [sig       ] [37/1341] Forecasting AVK...
[2025-11-20T23:07:08.603990] [INFO ] [sig       ] Generating forecast for: AVK
[2025-11-20T23:07:08.604032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-11-20T23:07:08.616816] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AVK'.
[2025-11-20T23:07:08.617267] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-11-20T23:07:08.618139] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-11-20T23:07:08.618212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:08.618259] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:08.618298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:08.618371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:08.685613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:08.686296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:08.686396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:08.686444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:08.807230] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:08.807467] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:08.807515] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:08.807549] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:08.811269] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=98.80%)
[2025-11-20T23:07:08.811759] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-11-20T23:07:08.812133] [INFO ] [sig       ] AVK: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:08.953825] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/AVK.txt
[2025-11-20T23:07:08.953995] [INFO ] [sig       ] [37/1341] Completed AVK in 0.3s | 2.61 sym/s | Total: 14.2s | ETA: 8.3m
[2025-11-20T23:07:08.954054] [INFO ] [sig       ] [38/1341] Forecasting AVNT...
[2025-11-20T23:07:08.954099] [INFO ] [sig       ] Generating forecast for: AVNT
[2025-11-20T23:07:08.954143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNT' from 'https://tdm.silogroup.org/data/derivative_storage/AVNT.csv'.
[2025-11-20T23:07:08.966292] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AVNT'.
[2025-11-20T23:07:08.966676] [INFO ] [FORECASTER] Starting predict_future for AVNT
[2025-11-20T23:07:08.967539] [DEBUG] [LOCAL     ] No optimal features file found for AVNT: ./output/feature-sets/AVNT.txt
[2025-11-20T23:07:08.967614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:08.967683] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:08.967725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:08.967847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:09.036352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:09.037160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:09.037267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:09.037330] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:09.171456] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:09.171684] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:09.171739] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:09.171774] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:09.175404] [DEBUG] [FORECASTER] AVNT: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-11-20T23:07:09.175733] [INFO ] [FORECASTER] Completed predict_future for AVNT
[2025-11-20T23:07:09.175899] [INFO ] [sig       ] AVNT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:09.317129] [INFO ] [LOCAL     ] Saved forecast: AVNT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/AVNT.txt
[2025-11-20T23:07:09.317346] [INFO ] [sig       ] [38/1341] Completed AVNT in 0.4s | 2.61 sym/s | Total: 14.6s | ETA: 8.3m
[2025-11-20T23:07:09.317408] [INFO ] [sig       ] [39/1341] Forecasting AVTR...
[2025-11-20T23:07:09.317453] [INFO ] [sig       ] Generating forecast for: AVTR
[2025-11-20T23:07:09.317574] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTR' from 'https://tdm.silogroup.org/data/derivative_storage/AVTR.csv'.
[2025-11-20T23:07:09.330986] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AVTR'.
[2025-11-20T23:07:09.331440] [INFO ] [FORECASTER] Starting predict_future for AVTR
[2025-11-20T23:07:09.332348] [DEBUG] [LOCAL     ] No optimal features file found for AVTR: ./output/feature-sets/AVTR.txt
[2025-11-20T23:07:09.332423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:09.332472] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:09.332514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:09.332601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:09.404227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:09.404984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:09.405092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:09.405144] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:09.534156] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:09.534378] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:09.534455] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:09.534503] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:09.538359] [DEBUG] [FORECASTER] AVTR: Forecast T+1@11:T+2@11: UP (p=84.20%)
[2025-11-20T23:07:09.538737] [INFO ] [FORECASTER] Completed predict_future for AVTR
[2025-11-20T23:07:09.538933] [INFO ] [sig       ] AVTR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:09.683073] [INFO ] [LOCAL     ] Saved forecast: AVTR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/AVTR.txt
[2025-11-20T23:07:09.683246] [INFO ] [sig       ] [39/1341] Completed AVTR in 0.4s | 2.61 sym/s | Total: 14.9s | ETA: 8.3m
[2025-11-20T23:07:09.683302] [INFO ] [sig       ] [40/1341] Forecasting AWK...
[2025-11-20T23:07:09.683350] [INFO ] [sig       ] Generating forecast for: AWK
[2025-11-20T23:07:09.683393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-11-20T23:07:09.696218] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AWK'.
[2025-11-20T23:07:09.696591] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-11-20T23:07:09.697448] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-11-20T23:07:09.697522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:09.697572] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:09.697617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:09.697733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:09.767229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:09.768032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:09.768136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:09.768189] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:09.890930] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:09.891137] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:09.891186] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:09.891221] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:09.894788] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=96.01%)
[2025-11-20T23:07:09.895095] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-11-20T23:07:09.895257] [INFO ] [sig       ] AWK: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:10.037339] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/AWK.txt
[2025-11-20T23:07:10.037539] [INFO ] [sig       ] [40/1341] Completed AWK in 0.4s | 2.62 sym/s | Total: 15.3s | ETA: 8.3m
[2025-11-20T23:07:10.037600] [INFO ] [sig       ] [41/1341] Forecasting AWP...
[2025-11-20T23:07:10.037669] [INFO ] [sig       ] Generating forecast for: AWP
[2025-11-20T23:07:10.037722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-11-20T23:07:10.050222] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AWP'.
[2025-11-20T23:07:10.050699] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-11-20T23:07:10.051521] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-11-20T23:07:10.051594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:10.051661] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:10.051707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:10.051782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:10.119882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:10.120750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:10.120881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:10.120939] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:10.254566] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:10.255382] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:10.255439] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:10.255479] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:10.259275] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: UP (p=55.52%)
[2025-11-20T23:07:10.259597] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-11-20T23:07:10.259785] [INFO ] [sig       ] AWP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:10.402030] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/AWP.txt
[2025-11-20T23:07:10.402206] [INFO ] [sig       ] [41/1341] Completed AWP in 0.4s | 2.62 sym/s | Total: 15.6s | ETA: 8.3m
[2025-11-20T23:07:10.402266] [INFO ] [sig       ] [42/1341] Forecasting AWR...
[2025-11-20T23:07:10.402311] [INFO ] [sig       ] Generating forecast for: AWR
[2025-11-20T23:07:10.402353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWR' from 'https://tdm.silogroup.org/data/derivative_storage/AWR.csv'.
[2025-11-20T23:07:10.417761] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AWR'.
[2025-11-20T23:07:10.418323] [INFO ] [FORECASTER] Starting predict_future for AWR
[2025-11-20T23:07:10.419361] [DEBUG] [LOCAL     ] No optimal features file found for AWR: ./output/feature-sets/AWR.txt
[2025-11-20T23:07:10.419457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:10.419509] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:10.419552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:10.419628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:10.488449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:10.489582] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:10.489730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:10.489783] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:10.612427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:10.612705] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:10.612782] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:10.612827] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:10.616928] [DEBUG] [FORECASTER] AWR: Forecast T+1@11:T+2@11: UP (p=97.46%)
[2025-11-20T23:07:10.617284] [INFO ] [FORECASTER] Completed predict_future for AWR
[2025-11-20T23:07:10.617465] [INFO ] [sig       ] AWR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:10.764748] [INFO ] [LOCAL     ] Saved forecast: AWR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/AWR.txt
[2025-11-20T23:07:10.764983] [INFO ] [sig       ] [42/1341] Completed AWR in 0.4s | 2.62 sym/s | Total: 16.0s | ETA: 8.3m
[2025-11-20T23:07:10.765045] [INFO ] [sig       ] [43/1341] Forecasting AXP...
[2025-11-20T23:07:10.765134] [INFO ] [sig       ] Generating forecast for: AXP
[2025-11-20T23:07:10.765189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-11-20T23:07:10.778197] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AXP'.
[2025-11-20T23:07:10.778636] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-11-20T23:07:10.779691] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-11-20T23:07:10.779764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:10.779822] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:10.779867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:10.779949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:10.850688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:10.851794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:10.851916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:10.851966] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:10.977787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:10.978049] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:10.978104] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:10.978139] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:10.982181] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: UP (p=54.09%)
[2025-11-20T23:07:10.982521] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-11-20T23:07:10.982716] [INFO ] [sig       ] AXP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:11.129053] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/AXP.txt
[2025-11-20T23:07:11.129277] [INFO ] [sig       ] [43/1341] Completed AXP in 0.4s | 2.63 sym/s | Total: 16.4s | ETA: 8.2m
[2025-11-20T23:07:11.129385] [INFO ] [sig       ] [44/1341] Forecasting AXR...
[2025-11-20T23:07:11.129467] [INFO ] [sig       ] Generating forecast for: AXR
[2025-11-20T23:07:11.129521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXR' from 'https://tdm.silogroup.org/data/derivative_storage/AXR.csv'.
[2025-11-20T23:07:11.143166] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AXR'.
[2025-11-20T23:07:11.143825] [INFO ] [FORECASTER] Starting predict_future for AXR
[2025-11-20T23:07:11.144793] [DEBUG] [LOCAL     ] No optimal features file found for AXR: ./output/feature-sets/AXR.txt
[2025-11-20T23:07:11.144867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:11.144917] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:11.144962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:11.145037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:11.212941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:11.214084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:11.214218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:11.214270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:11.335897] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:11.336131] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:11.336179] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:11.336214] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:11.340164] [DEBUG] [FORECASTER] AXR: Forecast T+1@11:T+2@11: UP (p=64.51%)
[2025-11-20T23:07:11.340577] [INFO ] [FORECASTER] Completed predict_future for AXR
[2025-11-20T23:07:11.340796] [INFO ] [sig       ] AXR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:11.484463] [INFO ] [LOCAL     ] Saved forecast: AXR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/AXR.txt
[2025-11-20T23:07:11.484688] [INFO ] [sig       ] [44/1341] Completed AXR in 0.4s | 2.63 sym/s | Total: 16.7s | ETA: 8.2m
[2025-11-20T23:07:11.484780] [INFO ] [sig       ] [45/1341] Forecasting AXS...
[2025-11-20T23:07:11.484829] [INFO ] [sig       ] Generating forecast for: AXS
[2025-11-20T23:07:11.484873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-11-20T23:07:11.496735] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AXS'.
[2025-11-20T23:07:11.497157] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-11-20T23:07:11.498003] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-11-20T23:07:11.498079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:11.498126] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:11.498167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:11.498238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:11.565556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:11.566484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:11.566594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:11.566670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:11.715909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:11.716120] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:11.716175] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:11.716211] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:11.719912] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=57.69%)
[2025-11-20T23:07:11.720219] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-11-20T23:07:11.720372] [INFO ] [sig       ] AXS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:11.863636] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/AXS.txt
[2025-11-20T23:07:11.863837] [INFO ] [sig       ] [45/1341] Completed AXS in 0.4s | 2.63 sym/s | Total: 17.1s | ETA: 8.2m
[2025-11-20T23:07:11.863920] [INFO ] [sig       ] [46/1341] Forecasting AYI...
[2025-11-20T23:07:11.863990] [INFO ] [sig       ] Generating forecast for: AYI
[2025-11-20T23:07:11.864038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-11-20T23:07:11.875948] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AYI'.
[2025-11-20T23:07:11.876296] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-11-20T23:07:11.877178] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-11-20T23:07:11.877252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:11.877302] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:11.877342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:11.877415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:11.946618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:11.947389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:11.947492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:11.947542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:12.081137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:12.081334] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:12.081385] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:12.081419] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:12.084955] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: UP (p=62.10%)
[2025-11-20T23:07:12.085263] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-11-20T23:07:12.085428] [INFO ] [sig       ] AYI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:12.227832] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/AYI.txt
[2025-11-20T23:07:12.228015] [INFO ] [sig       ] [46/1341] Completed AYI in 0.4s | 2.63 sym/s | Total: 17.5s | ETA: 8.2m
[2025-11-20T23:07:12.228090] [INFO ] [sig       ] [47/1341] Forecasting AZO...
[2025-11-20T23:07:12.228131] [INFO ] [sig       ] Generating forecast for: AZO
[2025-11-20T23:07:12.228174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-11-20T23:07:12.242544] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'AZO'.
[2025-11-20T23:07:12.243118] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-11-20T23:07:12.244189] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-11-20T23:07:12.244265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:12.244314] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:12.244356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:12.244430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:12.313610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:12.314730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:12.314840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:12.314890] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:12.434937] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:12.435195] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:12.435250] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:12.435283] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:12.439446] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=8.06%)
[2025-11-20T23:07:12.439811] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-11-20T23:07:12.440011] [INFO ] [sig       ] AZO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:12.582792] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/AZO.txt
[2025-11-20T23:07:12.583002] [INFO ] [sig       ] [47/1341] Completed AZO in 0.4s | 2.64 sym/s | Total: 17.8s | ETA: 8.2m
[2025-11-20T23:07:12.583059] [INFO ] [sig       ] [48/1341] Forecasting BBD...
[2025-11-20T23:07:12.583102] [INFO ] [sig       ] Generating forecast for: BBD
[2025-11-20T23:07:12.583211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-11-20T23:07:12.596222] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BBD'.
[2025-11-20T23:07:12.596661] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-11-20T23:07:12.597604] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-11-20T23:07:12.597693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:12.597743] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:12.597783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:12.597856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:12.667074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:12.668126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:12.668239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:12.668286] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:12.788049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:12.788290] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:12.788342] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:12.788375] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:12.792377] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-11-20T23:07:12.792928] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-11-20T23:07:12.793174] [INFO ] [sig       ] BBD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:12.935795] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BBD.txt
[2025-11-20T23:07:12.936014] [INFO ] [sig       ] [48/1341] Completed BBD in 0.4s | 2.64 sym/s | Total: 18.2s | ETA: 8.2m
[2025-11-20T23:07:12.936105] [INFO ] [sig       ] [49/1341] Forecasting BBU...
[2025-11-20T23:07:12.936155] [INFO ] [sig       ] Generating forecast for: BBU
[2025-11-20T23:07:12.936206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBU' from 'https://tdm.silogroup.org/data/derivative_storage/BBU.csv'.
[2025-11-20T23:07:12.949400] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BBU'.
[2025-11-20T23:07:12.949861] [INFO ] [FORECASTER] Starting predict_future for BBU
[2025-11-20T23:07:12.950916] [DEBUG] [LOCAL     ] No optimal features file found for BBU: ./output/feature-sets/BBU.txt
[2025-11-20T23:07:12.950991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:12.951041] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:12.951088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:12.951175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:13.020298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:13.021251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:13.021362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:13.021419] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:13.140549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:13.140819] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:13.140888] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:13.140945] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:13.145163] [DEBUG] [FORECASTER] BBU: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-11-20T23:07:13.145498] [INFO ] [FORECASTER] Completed predict_future for BBU
[2025-11-20T23:07:13.145687] [INFO ] [sig       ] BBU: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:13.291045] [INFO ] [LOCAL     ] Saved forecast: BBU	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BBU.txt
[2025-11-20T23:07:13.291262] [INFO ] [sig       ] [49/1341] Completed BBU in 0.4s | 2.64 sym/s | Total: 18.5s | ETA: 8.1m
[2025-11-20T23:07:13.291320] [INFO ] [sig       ] [50/1341] Forecasting BBUC...
[2025-11-20T23:07:13.291393] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-11-20T23:07:13.291443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-11-20T23:07:13.304415] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BBUC'.
[2025-11-20T23:07:13.304914] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-11-20T23:07:13.305916] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-11-20T23:07:13.305993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:13.306040] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:13.306084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:13.306158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:13.375012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:13.376056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:13.376168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:13.376215] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:13.501022] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:13.501268] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:13.501321] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:13.501355] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:13.505468] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=42.70%)
[2025-11-20T23:07:13.506008] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-11-20T23:07:13.506257] [INFO ] [sig       ] BBUC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:13.651178] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BBUC.txt
[2025-11-20T23:07:13.651410] [INFO ] [sig       ] [50/1341] Completed BBUC in 0.4s | 2.65 sym/s | Total: 18.9s | ETA: 8.1m
[2025-11-20T23:07:13.651498] [INFO ] [sig       ] [51/1341] Forecasting BBVA...
[2025-11-20T23:07:13.651549] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-11-20T23:07:13.651623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-11-20T23:07:13.666202] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BBVA'.
[2025-11-20T23:07:13.666804] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-11-20T23:07:13.667869] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-11-20T23:07:13.667958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:13.668021] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:13.668066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:13.668153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:13.741624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:13.742869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:13.743018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:13.743072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:13.875051] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:13.875298] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:13.875358] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:13.875397] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:13.879609] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: DOWN (p=8.23%)
[2025-11-20T23:07:13.879975] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-11-20T23:07:13.880158] [INFO ] [sig       ] BBVA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:14.029893] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BBVA.txt
[2025-11-20T23:07:14.030136] [INFO ] [sig       ] [51/1341] Completed BBVA in 0.4s | 2.65 sym/s | Total: 19.3s | ETA: 8.1m
[2025-11-20T23:07:14.030196] [INFO ] [sig       ] [52/1341] Forecasting BBWI...
[2025-11-20T23:07:14.030239] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-11-20T23:07:14.030343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-11-20T23:07:14.043620] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BBWI'.
[2025-11-20T23:07:14.044094] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-11-20T23:07:14.045155] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-11-20T23:07:14.045229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:14.045290] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:14.045334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:14.045502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:14.116984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:14.118197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:14.118315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:14.118386] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:14.245693] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:14.245935] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:14.245987] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:14.246036] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:14.250244] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: DOWN (p=6.69%)
[2025-11-20T23:07:14.250578] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-11-20T23:07:14.250784] [INFO ] [sig       ] BBWI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:14.401213] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BBWI.txt
[2025-11-20T23:07:14.401476] [INFO ] [sig       ] [52/1341] Completed BBWI in 0.4s | 2.65 sym/s | Total: 19.6s | ETA: 8.1m
[2025-11-20T23:07:14.401560] [INFO ] [sig       ] [53/1341] Forecasting BC...
[2025-11-20T23:07:14.401605] [INFO ] [sig       ] Generating forecast for: BC
[2025-11-20T23:07:14.401669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-11-20T23:07:14.414397] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BC'.
[2025-11-20T23:07:14.414912] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-11-20T23:07:14.415859] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-11-20T23:07:14.415930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:14.415978] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:14.416032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:14.416108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:14.488774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:14.489913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:14.490025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:14.490075] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:14.620471] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:14.620757] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:14.620825] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:14.620861] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:14.625240] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=34.54%)
[2025-11-20T23:07:14.625592] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-11-20T23:07:14.625798] [INFO ] [sig       ] BC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:14.770234] [INFO ] [LOCAL     ] Saved forecast: BC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BC.txt
[2025-11-20T23:07:14.770434] [INFO ] [sig       ] [53/1341] Completed BC in 0.4s | 2.65 sym/s | Total: 20.0s | ETA: 8.1m
[2025-11-20T23:07:14.770493] [INFO ] [sig       ] [54/1341] Forecasting BCAT...
[2025-11-20T23:07:14.770629] [INFO ] [sig       ] Generating forecast for: BCAT
[2025-11-20T23:07:14.770704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAT' from 'https://tdm.silogroup.org/data/derivative_storage/BCAT.csv'.
[2025-11-20T23:07:14.785096] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BCAT'.
[2025-11-20T23:07:14.785624] [INFO ] [FORECASTER] Starting predict_future for BCAT
[2025-11-20T23:07:14.786594] [DEBUG] [LOCAL     ] No optimal features file found for BCAT: ./output/feature-sets/BCAT.txt
[2025-11-20T23:07:14.786690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:14.786764] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:14.786828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:14.786929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:14.858273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:14.859195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:14.859323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:14.859376] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:14.978717] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:14.978944] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:14.978996] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:14.979028] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:14.983016] [DEBUG] [FORECASTER] BCAT: Forecast T+1@11:T+2@11: DOWN (p=49.73%)
[2025-11-20T23:07:14.983343] [INFO ] [FORECASTER] Completed predict_future for BCAT
[2025-11-20T23:07:14.983499] [INFO ] [sig       ] BCAT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:15.127276] [INFO ] [LOCAL     ] Saved forecast: BCAT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BCAT.txt
[2025-11-20T23:07:15.127480] [INFO ] [sig       ] [54/1341] Completed BCAT in 0.4s | 2.65 sym/s | Total: 20.4s | ETA: 8.1m
[2025-11-20T23:07:15.127545] [INFO ] [sig       ] [55/1341] Forecasting BCC...
[2025-11-20T23:07:15.127724] [INFO ] [sig       ] Generating forecast for: BCC
[2025-11-20T23:07:15.127786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-11-20T23:07:15.141952] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BCC'.
[2025-11-20T23:07:15.142500] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-11-20T23:07:15.143722] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-11-20T23:07:15.143794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:15.143866] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:15.143923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:15.144085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:15.215946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:15.216940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:15.217052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:15.217117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:15.347307] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:15.347560] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:15.347615] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:15.347670] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:15.351885] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: UP (p=80.50%)
[2025-11-20T23:07:15.352285] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-11-20T23:07:15.352461] [INFO ] [sig       ] BCC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:15.502314] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/BCC.txt
[2025-11-20T23:07:15.502573] [INFO ] [sig       ] [55/1341] Completed BCC in 0.4s | 2.65 sym/s | Total: 20.7s | ETA: 8.1m
[2025-11-20T23:07:15.502682] [INFO ] [sig       ] [56/1341] Forecasting BCE...
[2025-11-20T23:07:15.502740] [INFO ] [sig       ] Generating forecast for: BCE
[2025-11-20T23:07:15.502786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-11-20T23:07:15.517661] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BCE'.
[2025-11-20T23:07:15.518165] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-11-20T23:07:15.519136] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-11-20T23:07:15.519212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:15.519259] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:15.519299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:15.519376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:15.589739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:15.590848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:15.590960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:15.591008] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:15.718817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:15.719038] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:15.719094] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:15.719128] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:15.723148] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-11-20T23:07:15.723495] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-11-20T23:07:15.723695] [INFO ] [sig       ] BCE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:15.873628] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BCE.txt
[2025-11-20T23:07:15.873838] [INFO ] [sig       ] [56/1341] Completed BCE in 0.4s | 2.65 sym/s | Total: 21.1s | ETA: 8.1m
[2025-11-20T23:07:15.873898] [INFO ] [sig       ] [57/1341] Forecasting BCS...
[2025-11-20T23:07:15.873972] [INFO ] [sig       ] Generating forecast for: BCS
[2025-11-20T23:07:15.874027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-11-20T23:07:15.887563] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BCS'.
[2025-11-20T23:07:15.888023] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-11-20T23:07:15.888966] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-11-20T23:07:15.889039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:15.889088] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:15.889129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:15.889204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:15.958745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:15.959844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:15.959955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:15.960004] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:16.089275] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:16.089519] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:16.089580] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:16.089616] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:16.093886] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=56.68%)
[2025-11-20T23:07:16.094308] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-11-20T23:07:16.094492] [INFO ] [sig       ] BCS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:16.245721] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/BCS.txt
[2025-11-20T23:07:16.245921] [INFO ] [sig       ] [57/1341] Completed BCS in 0.4s | 2.65 sym/s | Total: 21.5s | ETA: 8.1m
[2025-11-20T23:07:16.245992] [INFO ] [sig       ] [58/1341] Forecasting BCSF...
[2025-11-20T23:07:16.246044] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-11-20T23:07:16.246135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-11-20T23:07:16.260087] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BCSF'.
[2025-11-20T23:07:16.260562] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-11-20T23:07:16.261625] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-11-20T23:07:16.261726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:16.261777] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:16.261819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:16.261893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:16.334424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:16.335401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:16.335516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:16.335567] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:16.466296] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:16.466557] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:16.466615] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:16.466670] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:16.470807] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-11-20T23:07:16.471165] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-11-20T23:07:16.471356] [INFO ] [sig       ] BCSF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:16.619253] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/BCSF.txt
[2025-11-20T23:07:16.619470] [INFO ] [sig       ] [58/1341] Completed BCSF in 0.4s | 2.65 sym/s | Total: 21.9s | ETA: 8.1m
[2025-11-20T23:07:16.619558] [INFO ] [sig       ] [59/1341] Forecasting BEN...
[2025-11-20T23:07:16.619608] [INFO ] [sig       ] Generating forecast for: BEN
[2025-11-20T23:07:16.619682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-11-20T23:07:16.632792] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BEN'.
[2025-11-20T23:07:16.633216] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-11-20T23:07:16.634182] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-11-20T23:07:16.634294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:16.634344] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:16.634385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:16.634461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:16.708115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:16.709051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:16.709176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:16.709226] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:16.837838] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:16.838080] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:16.838136] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:16.838171] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:16.842237] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-11-20T23:07:16.842802] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-11-20T23:07:16.843051] [INFO ] [sig       ] BEN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:16.991280] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/BEN.txt
[2025-11-20T23:07:16.991480] [INFO ] [sig       ] [59/1341] Completed BEN in 0.4s | 2.65 sym/s | Total: 22.2s | ETA: 8.1m
[2025-11-20T23:07:16.991539] [INFO ] [sig       ] [60/1341] Forecasting BEPH...
[2025-11-20T23:07:16.991582] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-11-20T23:07:16.991676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-11-20T23:07:17.005465] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BEPH'.
[2025-11-20T23:07:17.005938] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-11-20T23:07:17.007034] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-11-20T23:07:17.007113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:17.007167] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:17.007209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:17.007299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:17.079319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:17.080530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:17.080664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:17.080718] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:17.207986] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:17.208216] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:17.208267] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:17.208301] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:17.212370] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: UP (p=76.56%)
[2025-11-20T23:07:17.212759] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-11-20T23:07:17.212946] [INFO ] [sig       ] BEPH: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:17.360330] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/BEPH.txt
[2025-11-20T23:07:17.360532] [INFO ] [sig       ] [60/1341] Completed BEPH in 0.4s | 2.65 sym/s | Total: 22.6s | ETA: 8.0m
[2025-11-20T23:07:17.360591] [INFO ] [sig       ] [61/1341] Forecasting BEPI...
[2025-11-20T23:07:17.360683] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-11-20T23:07:17.360732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-11-20T23:07:17.373723] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BEPI'.
[2025-11-20T23:07:17.374132] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-11-20T23:07:17.375077] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-11-20T23:07:17.375149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:17.375198] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:17.375239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:17.375312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:17.445098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:17.446237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:17.446353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:17.446404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:17.564678] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:17.564912] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:17.564963] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:17.564999] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:17.569160] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=75.55%)
[2025-11-20T23:07:17.569515] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-11-20T23:07:17.569708] [INFO ] [sig       ] BEPI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:17.714665] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/BEPI.txt
[2025-11-20T23:07:17.714890] [INFO ] [sig       ] [61/1341] Completed BEPI in 0.4s | 2.66 sym/s | Total: 23.0s | ETA: 8.0m
[2025-11-20T23:07:17.714951] [INFO ] [sig       ] [62/1341] Forecasting BFS...
[2025-11-20T23:07:17.715024] [INFO ] [sig       ] Generating forecast for: BFS
[2025-11-20T23:07:17.715063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-11-20T23:07:17.729948] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BFS'.
[2025-11-20T23:07:17.730520] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-11-20T23:07:17.731469] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-11-20T23:07:17.731543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:17.731591] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:17.731632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:17.731734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:17.803218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:17.804177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:17.804290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:17.804341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:17.934718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:17.935039] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:17.935095] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:17.935129] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:17.939436] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=17.66%)
[2025-11-20T23:07:17.939819] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-11-20T23:07:17.940019] [INFO ] [sig       ] BFS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:18.091480] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BFS.txt
[2025-11-20T23:07:18.091720] [INFO ] [sig       ] [62/1341] Completed BFS in 0.4s | 2.66 sym/s | Total: 23.3s | ETA: 8.0m
[2025-11-20T23:07:18.091822] [INFO ] [sig       ] [63/1341] Forecasting BHE...
[2025-11-20T23:07:18.091867] [INFO ] [sig       ] Generating forecast for: BHE
[2025-11-20T23:07:18.091914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-11-20T23:07:18.105528] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BHE'.
[2025-11-20T23:07:18.106036] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-11-20T23:07:18.107030] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-11-20T23:07:18.107105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:18.107157] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:18.107198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:18.107272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:18.179732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:18.180900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:18.181024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:18.181082] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:18.314254] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:18.314498] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:18.314556] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:18.314590] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:18.318860] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: DOWN (p=32.09%)
[2025-11-20T23:07:18.319219] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-11-20T23:07:18.319423] [INFO ] [sig       ] BHE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:18.470540] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BHE.txt
[2025-11-20T23:07:18.470782] [INFO ] [sig       ] [63/1341] Completed BHE in 0.4s | 2.66 sym/s | Total: 23.7s | ETA: 8.0m
[2025-11-20T23:07:18.470844] [INFO ] [sig       ] [64/1341] Forecasting BIO...
[2025-11-20T23:07:18.470926] [INFO ] [sig       ] Generating forecast for: BIO
[2025-11-20T23:07:18.470976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-11-20T23:07:18.484842] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BIO'.
[2025-11-20T23:07:18.485308] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-11-20T23:07:18.486367] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-11-20T23:07:18.486442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:18.486493] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:18.486537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:18.486611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:18.560451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:18.561878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:18.562016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:18.562069] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:18.690402] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:18.690690] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:18.690765] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:18.690807] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:18.695074] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=46.14%)
[2025-11-20T23:07:18.695475] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-11-20T23:07:18.695714] [INFO ] [sig       ] BIO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:18.846188] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BIO.txt
[2025-11-20T23:07:18.846405] [INFO ] [sig       ] [64/1341] Completed BIO in 0.4s | 2.66 sym/s | Total: 24.1s | ETA: 8.0m
[2025-11-20T23:07:18.846501] [INFO ] [sig       ] [65/1341] Forecasting BIP...
[2025-11-20T23:07:18.846561] [INFO ] [sig       ] Generating forecast for: BIP
[2025-11-20T23:07:18.846612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-11-20T23:07:18.860445] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BIP'.
[2025-11-20T23:07:18.860885] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-11-20T23:07:18.861839] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-11-20T23:07:18.861912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:18.861960] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:18.862003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:18.862078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:18.931961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:18.932738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:18.932849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:18.932898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:19.058567] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:19.058822] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:19.058878] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:19.058913] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:19.063004] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: UP (p=55.16%)
[2025-11-20T23:07:19.063376] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-11-20T23:07:19.063565] [INFO ] [sig       ] BIP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:19.210168] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/BIP.txt
[2025-11-20T23:07:19.210370] [INFO ] [sig       ] [65/1341] Completed BIP in 0.4s | 2.66 sym/s | Total: 24.5s | ETA: 8.0m
[2025-11-20T23:07:19.210430] [INFO ] [sig       ] [66/1341] Forecasting BIPI...
[2025-11-20T23:07:19.210508] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-11-20T23:07:19.210560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-11-20T23:07:19.223451] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BIPI'.
[2025-11-20T23:07:19.223878] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-11-20T23:07:19.224991] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-11-20T23:07:19.225068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:19.225132] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:19.225181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:19.225258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:19.301617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:19.302713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:19.302853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:19.302906] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:19.421122] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:19.421354] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:19.421404] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:19.421438] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:19.425405] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: DOWN (p=14.37%)
[2025-11-20T23:07:19.425763] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-11-20T23:07:19.425991] [INFO ] [sig       ] BIPI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:19.569415] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BIPI.txt
[2025-11-20T23:07:19.569610] [INFO ] [sig       ] [66/1341] Completed BIPI in 0.4s | 2.66 sym/s | Total: 24.8s | ETA: 8.0m
[2025-11-20T23:07:19.569732] [INFO ] [sig       ] [67/1341] Forecasting BIT...
[2025-11-20T23:07:19.569785] [INFO ] [sig       ] Generating forecast for: BIT
[2025-11-20T23:07:19.569835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIT' from 'https://tdm.silogroup.org/data/derivative_storage/BIT.csv'.
[2025-11-20T23:07:19.583580] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BIT'.
[2025-11-20T23:07:19.584022] [INFO ] [FORECASTER] Starting predict_future for BIT
[2025-11-20T23:07:19.585056] [DEBUG] [LOCAL     ] No optimal features file found for BIT: ./output/feature-sets/BIT.txt
[2025-11-20T23:07:19.585134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:19.585183] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:19.585227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:19.585302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:19.655631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:19.656506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:19.656618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:19.656690] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:19.786383] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:19.786625] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:19.786699] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:19.786766] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:19.791090] [DEBUG] [FORECASTER] BIT: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-11-20T23:07:19.791489] [INFO ] [FORECASTER] Completed predict_future for BIT
[2025-11-20T23:07:19.791720] [INFO ] [sig       ] BIT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:19.935831] [INFO ] [LOCAL     ] Saved forecast: BIT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/BIT.txt
[2025-11-20T23:07:19.936041] [INFO ] [sig       ] [67/1341] Completed BIT in 0.4s | 2.66 sym/s | Total: 25.2s | ETA: 8.0m
[2025-11-20T23:07:19.936106] [INFO ] [sig       ] [68/1341] Forecasting BKE...
[2025-11-20T23:07:19.936153] [INFO ] [sig       ] Generating forecast for: BKE
[2025-11-20T23:07:19.936228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-11-20T23:07:19.950298] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BKE'.
[2025-11-20T23:07:19.950878] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-11-20T23:07:19.951886] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-11-20T23:07:19.951972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:19.952027] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:19.952075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:19.952157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:20.025093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:20.026223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:20.026341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:20.026393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:20.161219] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:20.161478] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:20.161535] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:20.161571] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:20.165298] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=26.48%)
[2025-11-20T23:07:20.165625] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-11-20T23:07:20.165821] [INFO ] [sig       ] BKE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:20.309111] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BKE.txt
[2025-11-20T23:07:20.309469] [INFO ] [sig       ] [68/1341] Completed BKE in 0.4s | 2.66 sym/s | Total: 25.6s | ETA: 8.0m
[2025-11-20T23:07:20.309548] [INFO ] [sig       ] [69/1341] Forecasting BKH...
[2025-11-20T23:07:20.309599] [INFO ] [sig       ] Generating forecast for: BKH
[2025-11-20T23:07:20.309683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-11-20T23:07:20.324110] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BKH'.
[2025-11-20T23:07:20.324692] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-11-20T23:07:20.325703] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-11-20T23:07:20.325778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:20.325829] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:20.325872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:20.325946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:20.398950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:20.400196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:20.400321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:20.400373] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:20.529817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:20.530069] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:20.530130] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:20.530166] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:20.534363] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=96.00%)
[2025-11-20T23:07:20.534748] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-11-20T23:07:20.534988] [INFO ] [sig       ] BKH: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:20.682565] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/BKH.txt
[2025-11-20T23:07:20.682890] [INFO ] [sig       ] [69/1341] Completed BKH in 0.4s | 2.66 sym/s | Total: 25.9s | ETA: 8.0m
[2025-11-20T23:07:20.682962] [INFO ] [sig       ] [70/1341] Forecasting BKN...
[2025-11-20T23:07:20.683027] [INFO ] [sig       ] Generating forecast for: BKN
[2025-11-20T23:07:20.683084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-11-20T23:07:20.695833] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BKN'.
[2025-11-20T23:07:20.696353] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-11-20T23:07:20.697332] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-11-20T23:07:20.697406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:20.697454] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:20.697495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:20.697580] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:20.767044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:20.768109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:20.768227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:20.768275] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:20.889204] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:20.889435] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:20.889489] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:20.889524] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:20.893592] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: UP (p=86.56%)
[2025-11-20T23:07:20.894080] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-11-20T23:07:20.894271] [INFO ] [sig       ] BKN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:21.039613] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/BKN.txt
[2025-11-20T23:07:21.039885] [INFO ] [sig       ] [70/1341] Completed BKN in 0.4s | 2.66 sym/s | Total: 26.3s | ETA: 8.0m
[2025-11-20T23:07:21.039950] [INFO ] [sig       ] [71/1341] Forecasting BKU...
[2025-11-20T23:07:21.039991] [INFO ] [sig       ] Generating forecast for: BKU
[2025-11-20T23:07:21.040036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKU' from 'https://tdm.silogroup.org/data/derivative_storage/BKU.csv'.
[2025-11-20T23:07:21.053254] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BKU'.
[2025-11-20T23:07:21.053697] [INFO ] [FORECASTER] Starting predict_future for BKU
[2025-11-20T23:07:21.054595] [DEBUG] [LOCAL     ] No optimal features file found for BKU: ./output/feature-sets/BKU.txt
[2025-11-20T23:07:21.054689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:21.054739] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:21.054781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:21.054855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:21.124789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:21.125826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:21.125939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:21.125989] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:21.257851] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:21.258078] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:21.258131] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:21.258166] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:21.262088] [DEBUG] [FORECASTER] BKU: Forecast T+1@11:T+2@11: UP (p=87.45%)
[2025-11-20T23:07:21.262439] [INFO ] [FORECASTER] Completed predict_future for BKU
[2025-11-20T23:07:21.262604] [INFO ] [sig       ] BKU: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:21.411720] [INFO ] [LOCAL     ] Saved forecast: BKU	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/BKU.txt
[2025-11-20T23:07:21.412005] [INFO ] [sig       ] [71/1341] Completed BKU in 0.4s | 2.66 sym/s | Total: 26.7s | ETA: 7.9m
[2025-11-20T23:07:21.412069] [INFO ] [sig       ] [72/1341] Forecasting BLDR...
[2025-11-20T23:07:21.412114] [INFO ] [sig       ] Generating forecast for: BLDR
[2025-11-20T23:07:21.412161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDR' from 'https://tdm.silogroup.org/data/derivative_storage/BLDR.csv'.
[2025-11-20T23:07:21.426875] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BLDR'.
[2025-11-20T23:07:21.427473] [INFO ] [FORECASTER] Starting predict_future for BLDR
[2025-11-20T23:07:21.428499] [DEBUG] [LOCAL     ] No optimal features file found for BLDR: ./output/feature-sets/BLDR.txt
[2025-11-20T23:07:21.428574] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:21.428621] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:21.428690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:21.428765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:21.500332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:21.501571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:21.501725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:21.501788] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:21.633588] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:21.633849] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:21.633910] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:21.633946] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:21.638282] [DEBUG] [FORECASTER] BLDR: Forecast T+1@11:T+2@11: DOWN (p=39.93%)
[2025-11-20T23:07:21.638670] [INFO ] [FORECASTER] Completed predict_future for BLDR
[2025-11-20T23:07:21.638874] [INFO ] [sig       ] BLDR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:21.787500] [INFO ] [LOCAL     ] Saved forecast: BLDR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BLDR.txt
[2025-11-20T23:07:21.787829] [INFO ] [sig       ] [72/1341] Completed BLDR in 0.4s | 2.66 sym/s | Total: 27.0s | ETA: 7.9m
[2025-11-20T23:07:21.787946] [INFO ] [sig       ] [73/1341] Forecasting BLK...
[2025-11-20T23:07:21.787994] [INFO ] [sig       ] Generating forecast for: BLK
[2025-11-20T23:07:21.788066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-11-20T23:07:21.802990] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BLK'.
[2025-11-20T23:07:21.803592] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-11-20T23:07:21.804693] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-11-20T23:07:21.804775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:21.804824] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:21.804867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:21.804944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:21.875037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:21.876229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:21.876362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:21.876412] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:22.030536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:22.030783] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:22.030851] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:22.030907] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:22.034972] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=12.08%)
[2025-11-20T23:07:22.035319] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-11-20T23:07:22.035497] [INFO ] [sig       ] BLK: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:22.181681] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BLK.txt
[2025-11-20T23:07:22.181947] [INFO ] [sig       ] [73/1341] Completed BLK in 0.4s | 2.66 sym/s | Total: 27.4s | ETA: 7.9m
[2025-11-20T23:07:22.182034] [INFO ] [sig       ] [74/1341] Forecasting BN...
[2025-11-20T23:07:22.182081] [INFO ] [sig       ] Generating forecast for: BN
[2025-11-20T23:07:22.182128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-11-20T23:07:22.196612] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BN'.
[2025-11-20T23:07:22.197273] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-11-20T23:07:22.198257] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-11-20T23:07:22.198331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:22.198377] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:22.198419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:22.198489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:22.271346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:22.272602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:22.272744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:22.272798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:22.398417] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:22.398687] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:22.398755] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:22.398791] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:22.403528] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2025-11-20T23:07:22.403995] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-11-20T23:07:22.404179] [INFO ] [sig       ] BN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:22.553483] [INFO ] [LOCAL     ] Saved forecast: BN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/BN.txt
[2025-11-20T23:07:22.553717] [INFO ] [sig       ] [74/1341] Completed BN in 0.4s | 2.66 sym/s | Total: 27.8s | ETA: 7.9m
[2025-11-20T23:07:22.553806] [INFO ] [sig       ] [75/1341] Forecasting BNJ...
[2025-11-20T23:07:22.553863] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-11-20T23:07:22.553914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-11-20T23:07:22.567891] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BNJ'.
[2025-11-20T23:07:22.568538] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-11-20T23:07:22.569785] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-11-20T23:07:22.569863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:22.569957] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:22.570003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:22.570078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:22.640242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:22.641241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:22.641356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:22.641407] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:22.752361] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:22.752588] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:22.752640] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:22.752704] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:22.756595] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=84.10%)
[2025-11-20T23:07:22.756978] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-11-20T23:07:22.757145] [INFO ] [sig       ] BNJ: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:22.899727] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/BNJ.txt
[2025-11-20T23:07:22.899969] [INFO ] [sig       ] [75/1341] Completed BNJ in 0.3s | 2.66 sym/s | Total: 28.1s | ETA: 7.9m
[2025-11-20T23:07:22.900029] [INFO ] [sig       ] [76/1341] Forecasting BNS...
[2025-11-20T23:07:22.900101] [INFO ] [sig       ] Generating forecast for: BNS
[2025-11-20T23:07:22.900185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-11-20T23:07:22.918301] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BNS'.
[2025-11-20T23:07:22.918897] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-11-20T23:07:22.919932] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-11-20T23:07:22.920008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:22.920059] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:22.920102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:22.920177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:22.995241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:22.996484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:22.996603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:22.996673] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:23.126191] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:23.126441] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:23.126493] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:23.126527] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:23.130638] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-11-20T23:07:23.131010] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-11-20T23:07:23.131184] [INFO ] [sig       ] BNS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:23.279101] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/BNS.txt
[2025-11-20T23:07:23.279306] [INFO ] [sig       ] [76/1341] Completed BNS in 0.4s | 2.66 sym/s | Total: 28.5s | ETA: 7.9m
[2025-11-20T23:07:23.279365] [INFO ] [sig       ] [77/1341] Forecasting BOND...
[2025-11-20T23:07:23.279411] [INFO ] [sig       ] Generating forecast for: BOND
[2025-11-20T23:07:23.279511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-11-20T23:07:23.293526] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BOND'.
[2025-11-20T23:07:23.294033] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-11-20T23:07:23.295001] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-11-20T23:07:23.295074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:23.295131] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:23.295173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:23.295253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:23.364475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:23.365722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:23.365856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:23.365908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:23.480757] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:23.481039] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:23.481097] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:23.481131] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:23.485319] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=65.58%)
[2025-11-20T23:07:23.485705] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-11-20T23:07:23.485890] [INFO ] [sig       ] BOND: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:23.629637] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/BOND.txt
[2025-11-20T23:07:23.629878] [INFO ] [sig       ] [77/1341] Completed BOND in 0.4s | 2.67 sym/s | Total: 28.9s | ETA: 7.9m
[2025-11-20T23:07:23.629940] [INFO ] [sig       ] [78/1341] Forecasting BOOT...
[2025-11-20T23:07:23.629984] [INFO ] [sig       ] Generating forecast for: BOOT
[2025-11-20T23:07:23.630099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOT' from 'https://tdm.silogroup.org/data/derivative_storage/BOOT.csv'.
[2025-11-20T23:07:23.643937] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BOOT'.
[2025-11-20T23:07:23.644552] [INFO ] [FORECASTER] Starting predict_future for BOOT
[2025-11-20T23:07:23.645507] [DEBUG] [LOCAL     ] No optimal features file found for BOOT: ./output/feature-sets/BOOT.txt
[2025-11-20T23:07:23.645582] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:23.645632] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:23.645696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:23.645771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:23.714380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:23.715501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:23.715629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:23.715708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:23.845194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:23.845435] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:23.845487] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:23.845522] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:23.853194] [DEBUG] [FORECASTER] BOOT: Forecast T+1@11:T+2@11: UP (p=63.18%)
[2025-11-20T23:07:23.853562] [INFO ] [FORECASTER] Completed predict_future for BOOT
[2025-11-20T23:07:23.853767] [INFO ] [sig       ] BOOT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:23.996627] [INFO ] [LOCAL     ] Saved forecast: BOOT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/BOOT.txt
[2025-11-20T23:07:23.997009] [INFO ] [sig       ] [78/1341] Completed BOOT in 0.4s | 2.67 sym/s | Total: 29.2s | ETA: 7.9m
[2025-11-20T23:07:23.997079] [INFO ] [sig       ] [79/1341] Forecasting BR...
[2025-11-20T23:07:23.997126] [INFO ] [sig       ] Generating forecast for: BR
[2025-11-20T23:07:23.997271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BR' from 'https://tdm.silogroup.org/data/derivative_storage/BR.csv'.
[2025-11-20T23:07:24.012361] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BR'.
[2025-11-20T23:07:24.012961] [INFO ] [FORECASTER] Starting predict_future for BR
[2025-11-20T23:07:24.013969] [DEBUG] [LOCAL     ] No optimal features file found for BR: ./output/feature-sets/BR.txt
[2025-11-20T23:07:24.014060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:24.014111] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:24.014155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:24.014233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:24.085266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:24.086476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:24.086618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:24.086689] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:24.226537] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:24.226791] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:24.226876] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:24.226917] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:24.231937] [DEBUG] [FORECASTER] BR: Forecast T+1@11:T+2@11: UP (p=87.40%)
[2025-11-20T23:07:24.232338] [INFO ] [FORECASTER] Completed predict_future for BR
[2025-11-20T23:07:24.232546] [INFO ] [sig       ] BR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:24.381927] [INFO ] [LOCAL     ] Saved forecast: BR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/BR.txt
[2025-11-20T23:07:24.382190] [INFO ] [sig       ] [79/1341] Completed BR in 0.4s | 2.67 sym/s | Total: 29.6s | ETA: 7.9m
[2025-11-20T23:07:24.382270] [INFO ] [sig       ] [80/1341] Forecasting BRO...
[2025-11-20T23:07:24.382362] [INFO ] [sig       ] Generating forecast for: BRO
[2025-11-20T23:07:24.382423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-11-20T23:07:24.395973] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BRO'.
[2025-11-20T23:07:24.396393] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-11-20T23:07:24.397352] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-11-20T23:07:24.397426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:24.397474] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:24.397515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:24.397585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:24.466555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:24.467602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:24.467735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:24.467784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:24.600822] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:24.601133] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:24.601207] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:24.601254] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:24.606327] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: DOWN (p=24.83%)
[2025-11-20T23:07:24.606764] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-11-20T23:07:24.606983] [INFO ] [sig       ] BRO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:24.759079] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BRO.txt
[2025-11-20T23:07:24.759381] [INFO ] [sig       ] [80/1341] Completed BRO in 0.4s | 2.67 sym/s | Total: 30.0s | ETA: 7.9m
[2025-11-20T23:07:24.759494] [INFO ] [sig       ] [81/1341] Forecasting BRT...
[2025-11-20T23:07:24.759550] [INFO ] [sig       ] Generating forecast for: BRT
[2025-11-20T23:07:24.759599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRT' from 'https://tdm.silogroup.org/data/derivative_storage/BRT.csv'.
[2025-11-20T23:07:24.773615] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BRT'.
[2025-11-20T23:07:24.774151] [INFO ] [FORECASTER] Starting predict_future for BRT
[2025-11-20T23:07:24.775115] [DEBUG] [LOCAL     ] No optimal features file found for BRT: ./output/feature-sets/BRT.txt
[2025-11-20T23:07:24.775190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:24.775242] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:24.775285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:24.775361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:24.847895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:24.849186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:24.849306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:24.849358] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:24.970598] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:24.970861] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:24.970919] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:24.970955] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:24.975116] [DEBUG] [FORECASTER] BRT: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-11-20T23:07:24.975469] [INFO ] [FORECASTER] Completed predict_future for BRT
[2025-11-20T23:07:24.975662] [INFO ] [sig       ] BRT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:25.123559] [INFO ] [LOCAL     ] Saved forecast: BRT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BRT.txt
[2025-11-20T23:07:25.123813] [INFO ] [sig       ] [81/1341] Completed BRT in 0.4s | 2.67 sym/s | Total: 30.4s | ETA: 7.9m
[2025-11-20T23:07:25.123902] [INFO ] [sig       ] [82/1341] Forecasting BSL...
[2025-11-20T23:07:25.123955] [INFO ] [sig       ] Generating forecast for: BSL
[2025-11-20T23:07:25.123999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-11-20T23:07:25.137666] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BSL'.
[2025-11-20T23:07:25.138170] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-11-20T23:07:25.139146] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-11-20T23:07:25.139217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:25.139266] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:25.139308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:25.139381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:25.209731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:25.210896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:25.211015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:25.211065] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:25.338291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:25.338595] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:25.338676] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:25.338745] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:25.342871] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=84.30%)
[2025-11-20T23:07:25.343234] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-11-20T23:07:25.343411] [INFO ] [sig       ] BSL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:25.489862] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/BSL.txt
[2025-11-20T23:07:25.490093] [INFO ] [sig       ] [82/1341] Completed BSL in 0.4s | 2.67 sym/s | Total: 30.7s | ETA: 7.9m
[2025-11-20T23:07:25.490161] [INFO ] [sig       ] [83/1341] Forecasting BSX...
[2025-11-20T23:07:25.490234] [INFO ] [sig       ] Generating forecast for: BSX
[2025-11-20T23:07:25.490283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-11-20T23:07:25.505846] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BSX'.
[2025-11-20T23:07:25.506477] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-11-20T23:07:25.507550] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-11-20T23:07:25.507629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:25.507711] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:25.507765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:25.507842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:25.579921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:25.581165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:25.581283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:25.581344] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:25.702451] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:25.702707] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:25.702790] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:25.702837] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:25.706876] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=75.24%)
[2025-11-20T23:07:25.707262] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-11-20T23:07:25.707440] [INFO ] [sig       ] BSX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:25.865708] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/BSX.txt
[2025-11-20T23:07:25.865963] [INFO ] [sig       ] [83/1341] Completed BSX in 0.4s | 2.67 sym/s | Total: 31.1s | ETA: 7.9m
[2025-11-20T23:07:25.866049] [INFO ] [sig       ] [84/1341] Forecasting BTE...
[2025-11-20T23:07:25.866099] [INFO ] [sig       ] Generating forecast for: BTE
[2025-11-20T23:07:25.866143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-11-20T23:07:25.880528] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BTE'.
[2025-11-20T23:07:25.881055] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-11-20T23:07:25.882070] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-11-20T23:07:25.882147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:25.882209] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:25.882263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:25.882345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:25.953251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:25.954042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:25.954156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:25.954213] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:26.066371] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:26.066682] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:26.066767] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:26.066826] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:26.071108] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=30.27%)
[2025-11-20T23:07:26.071534] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-11-20T23:07:26.071782] [INFO ] [sig       ] BTE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:26.221051] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BTE.txt
[2025-11-20T23:07:26.221320] [INFO ] [sig       ] [84/1341] Completed BTE in 0.4s | 2.67 sym/s | Total: 31.5s | ETA: 7.8m
[2025-11-20T23:07:26.221424] [INFO ] [sig       ] [85/1341] Forecasting BUD...
[2025-11-20T23:07:26.221474] [INFO ] [sig       ] Generating forecast for: BUD
[2025-11-20T23:07:26.221521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-11-20T23:07:26.235297] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BUD'.
[2025-11-20T23:07:26.235826] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-11-20T23:07:26.236790] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-11-20T23:07:26.236873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:26.236923] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:26.236984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:26.237059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:26.305972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:26.306943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:26.307054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:26.307102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:26.431317] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:26.431563] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:26.431620] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:26.431673] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:26.435766] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=16.25%)
[2025-11-20T23:07:26.436111] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-11-20T23:07:26.436275] [INFO ] [sig       ] BUD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:26.581135] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BUD.txt
[2025-11-20T23:07:26.581364] [INFO ] [sig       ] [85/1341] Completed BUD in 0.4s | 2.67 sym/s | Total: 31.8s | ETA: 7.8m
[2025-11-20T23:07:26.581422] [INFO ] [sig       ] [86/1341] Forecasting BUR...
[2025-11-20T23:07:26.581468] [INFO ] [sig       ] Generating forecast for: BUR
[2025-11-20T23:07:26.581511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUR' from 'https://tdm.silogroup.org/data/derivative_storage/BUR.csv'.
[2025-11-20T23:07:26.595412] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BUR'.
[2025-11-20T23:07:26.595918] [INFO ] [FORECASTER] Starting predict_future for BUR
[2025-11-20T23:07:26.596902] [DEBUG] [LOCAL     ] No optimal features file found for BUR: ./output/feature-sets/BUR.txt
[2025-11-20T23:07:26.596975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:26.597025] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:26.597072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:26.597163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:26.667935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:26.669155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:26.669273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:26.669321] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:26.793890] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:26.794128] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:26.794183] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:26.794240] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:26.798280] [DEBUG] [FORECASTER] BUR: Forecast T+1@11:T+2@11: DOWN (p=18.59%)
[2025-11-20T23:07:26.798830] [INFO ] [FORECASTER] Completed predict_future for BUR
[2025-11-20T23:07:26.799075] [INFO ] [sig       ] BUR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:26.944834] [INFO ] [LOCAL     ] Saved forecast: BUR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BUR.txt
[2025-11-20T23:07:26.945047] [INFO ] [sig       ] [86/1341] Completed BUR in 0.4s | 2.67 sym/s | Total: 32.2s | ETA: 7.8m
[2025-11-20T23:07:26.945106] [INFO ] [sig       ] [87/1341] Forecasting BWNB...
[2025-11-20T23:07:26.945162] [INFO ] [sig       ] Generating forecast for: BWNB
[2025-11-20T23:07:26.945206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWNB' from 'https://tdm.silogroup.org/data/derivative_storage/BWNB.csv'.
[2025-11-20T23:07:26.958090] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BWNB'.
[2025-11-20T23:07:26.958699] [INFO ] [FORECASTER] Starting predict_future for BWNB
[2025-11-20T23:07:26.959631] [DEBUG] [LOCAL     ] No optimal features file found for BWNB: ./output/feature-sets/BWNB.txt
[2025-11-20T23:07:26.959723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:26.959781] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:26.959826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:26.959908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:27.028213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:27.029342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:27.029457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:27.029515] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:27.150039] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:27.150318] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:27.150378] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:27.150422] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:27.154921] [DEBUG] [FORECASTER] BWNB: Forecast T+1@11:T+2@11: DOWN (p=4.07%)
[2025-11-20T23:07:27.155307] [INFO ] [FORECASTER] Completed predict_future for BWNB
[2025-11-20T23:07:27.155477] [INFO ] [sig       ] BWNB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:27.304442] [INFO ] [LOCAL     ] Saved forecast: BWNB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BWNB.txt
[2025-11-20T23:07:27.304728] [INFO ] [sig       ] [87/1341] Completed BWNB in 0.4s | 2.67 sym/s | Total: 32.6s | ETA: 7.8m
[2025-11-20T23:07:27.304808] [INFO ] [sig       ] [88/1341] Forecasting BWSN...
[2025-11-20T23:07:27.304864] [INFO ] [sig       ] Generating forecast for: BWSN
[2025-11-20T23:07:27.304928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWSN' from 'https://tdm.silogroup.org/data/derivative_storage/BWSN.csv'.
[2025-11-20T23:07:27.318760] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BWSN'.
[2025-11-20T23:07:27.319284] [INFO ] [FORECASTER] Starting predict_future for BWSN
[2025-11-20T23:07:27.320319] [DEBUG] [LOCAL     ] No optimal features file found for BWSN: ./output/feature-sets/BWSN.txt
[2025-11-20T23:07:27.320394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:27.320444] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:27.320489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:27.320561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:27.390029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:27.391240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:27.391432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:27.391485] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:27.501938] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:27.502182] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:27.502236] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:27.502270] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:27.506344] [DEBUG] [FORECASTER] BWSN: Forecast T+1@11:T+2@11: DOWN (p=48.60%)
[2025-11-20T23:07:27.506736] [INFO ] [FORECASTER] Completed predict_future for BWSN
[2025-11-20T23:07:27.506936] [INFO ] [sig       ] BWSN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:27.660075] [INFO ] [LOCAL     ] Saved forecast: BWSN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BWSN.txt
[2025-11-20T23:07:27.660335] [INFO ] [sig       ] [88/1341] Completed BWSN in 0.4s | 2.67 sym/s | Total: 32.9s | ETA: 7.8m
[2025-11-20T23:07:27.660438] [INFO ] [sig       ] [89/1341] Forecasting BX...
[2025-11-20T23:07:27.660483] [INFO ] [sig       ] Generating forecast for: BX
[2025-11-20T23:07:27.660530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BX' from 'https://tdm.silogroup.org/data/derivative_storage/BX.csv'.
[2025-11-20T23:07:27.675542] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BX'.
[2025-11-20T23:07:27.676117] [INFO ] [FORECASTER] Starting predict_future for BX
[2025-11-20T23:07:27.677135] [DEBUG] [LOCAL     ] No optimal features file found for BX: ./output/feature-sets/BX.txt
[2025-11-20T23:07:27.677212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:27.677264] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:27.677307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:27.677383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:27.750574] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:27.751768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:27.751885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:27.751934] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:27.877075] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:27.877326] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:27.877382] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:27.877420] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:27.881615] [DEBUG] [FORECASTER] BX: Forecast T+1@11:T+2@11: UP (p=85.06%)
[2025-11-20T23:07:27.882051] [INFO ] [FORECASTER] Completed predict_future for BX
[2025-11-20T23:07:27.882227] [INFO ] [sig       ] BX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:28.028790] [INFO ] [LOCAL     ] Saved forecast: BX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/BX.txt
[2025-11-20T23:07:28.029055] [INFO ] [sig       ] [89/1341] Completed BX in 0.4s | 2.67 sym/s | Total: 33.3s | ETA: 7.8m
[2025-11-20T23:07:28.029151] [INFO ] [sig       ] [90/1341] Forecasting BXC...
[2025-11-20T23:07:28.029204] [INFO ] [sig       ] Generating forecast for: BXC
[2025-11-20T23:07:28.029247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-11-20T23:07:28.043127] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'BXC'.
[2025-11-20T23:07:28.043696] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-11-20T23:07:28.044609] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-11-20T23:07:28.044703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:28.044750] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:28.044805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:28.044880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:28.116112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:28.117310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:28.117427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:28.117477] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:28.255953] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:28.256205] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:28.256265] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:28.256301] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:28.260750] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=5.95%)
[2025-11-20T23:07:28.261235] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-11-20T23:07:28.261435] [INFO ] [sig       ] BXC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:28.404359] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/BXC.txt
[2025-11-20T23:07:28.404566] [INFO ] [sig       ] [90/1341] Completed BXC in 0.4s | 2.67 sym/s | Total: 33.6s | ETA: 7.8m
[2025-11-20T23:07:28.404625] [INFO ] [sig       ] [91/1341] Forecasting CLB...
[2025-11-20T23:07:28.404696] [INFO ] [sig       ] Generating forecast for: CLB
[2025-11-20T23:07:28.404768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-11-20T23:07:28.418229] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'CLB'.
[2025-11-20T23:07:28.418726] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-11-20T23:07:28.419662] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-11-20T23:07:28.419735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:28.419783] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:28.419825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:28.419897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:28.489850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:28.491097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:28.491216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:28.491267] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:28.615331] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:28.615613] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:28.615703] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:28.615756] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:28.619891] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=48.70%)
[2025-11-20T23:07:28.620250] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-11-20T23:07:28.620440] [INFO ] [sig       ] CLB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:28.763704] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/CLB.txt
[2025-11-20T23:07:28.763952] [INFO ] [sig       ] [91/1341] Completed CLB in 0.4s | 2.68 sym/s | Total: 34.0s | ETA: 7.8m
[2025-11-20T23:07:28.764011] [INFO ] [sig       ] [92/1341] Forecasting CLVT...
[2025-11-20T23:07:28.764084] [INFO ] [sig       ] Generating forecast for: CLVT
[2025-11-20T23:07:28.764137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLVT' from 'https://tdm.silogroup.org/data/derivative_storage/CLVT.csv'.
[2025-11-20T23:07:28.777694] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'CLVT'.
[2025-11-20T23:07:28.778274] [INFO ] [FORECASTER] Starting predict_future for CLVT
[2025-11-20T23:07:28.779269] [DEBUG] [LOCAL     ] No optimal features file found for CLVT: ./output/feature-sets/CLVT.txt
[2025-11-20T23:07:28.779347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:28.779397] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:28.779439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:28.779517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:28.850247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:28.851439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:28.851557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:28.851606] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:28.978011] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:28.978260] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:28.978318] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:28.978353] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:28.982588] [DEBUG] [FORECASTER] CLVT: Forecast T+1@11:T+2@11: UP (p=77.19%)
[2025-11-20T23:07:28.983148] [INFO ] [FORECASTER] Completed predict_future for CLVT
[2025-11-20T23:07:28.983401] [INFO ] [sig       ] CLVT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:29.129543] [INFO ] [LOCAL     ] Saved forecast: CLVT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/CLVT.txt
[2025-11-20T23:07:29.129860] [INFO ] [sig       ] [92/1341] Completed CLVT in 0.4s | 2.68 sym/s | Total: 34.4s | ETA: 7.8m
[2025-11-20T23:07:29.129935] [INFO ] [sig       ] [93/1341] Forecasting CTO...
[2025-11-20T23:07:29.129983] [INFO ] [sig       ] Generating forecast for: CTO
[2025-11-20T23:07:29.130030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-11-20T23:07:29.144489] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'CTO'.
[2025-11-20T23:07:29.145100] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-11-20T23:07:29.146201] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-11-20T23:07:29.146282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:29.146334] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:29.146379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:29.146459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:29.218866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:29.220186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:29.220322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:29.220376] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:29.347325] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:29.347567] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:29.347622] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:29.347680] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:29.352180] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=66.64%)
[2025-11-20T23:07:29.352601] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-11-20T23:07:29.352935] [INFO ] [sig       ] CTO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:29.499661] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/CTO.txt
[2025-11-20T23:07:29.499898] [INFO ] [sig       ] [93/1341] Completed CTO in 0.4s | 2.68 sym/s | Total: 34.7s | ETA: 7.8m
[2025-11-20T23:07:29.499961] [INFO ] [sig       ] [94/1341] Forecasting CVE...
[2025-11-20T23:07:29.500039] [INFO ] [sig       ] Generating forecast for: CVE
[2025-11-20T23:07:29.500087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-11-20T23:07:29.513795] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'CVE'.
[2025-11-20T23:07:29.514302] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-11-20T23:07:29.515304] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-11-20T23:07:29.515380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:29.515430] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:29.515474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:29.515548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:29.587621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:29.588615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:29.588760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:29.588813] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:29.721516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:29.721903] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:29.721974] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:29.722010] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:29.726279] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=81.81%)
[2025-11-20T23:07:29.726701] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-11-20T23:07:29.726918] [INFO ] [sig       ] CVE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:29.874084] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/CVE.txt
[2025-11-20T23:07:29.874319] [INFO ] [sig       ] [94/1341] Completed CVE in 0.4s | 2.68 sym/s | Total: 35.1s | ETA: 7.8m
[2025-11-20T23:07:29.874379] [INFO ] [sig       ] [95/1341] Forecasting CXH...
[2025-11-20T23:07:29.874425] [INFO ] [sig       ] Generating forecast for: CXH
[2025-11-20T23:07:29.874498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXH' from 'https://tdm.silogroup.org/data/derivative_storage/CXH.csv'.
[2025-11-20T23:07:29.888286] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'CXH'.
[2025-11-20T23:07:29.888973] [INFO ] [FORECASTER] Starting predict_future for CXH
[2025-11-20T23:07:29.890055] [DEBUG] [LOCAL     ] No optimal features file found for CXH: ./output/feature-sets/CXH.txt
[2025-11-20T23:07:29.890131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:29.890180] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:29.890224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:29.890298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:29.962525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:29.963739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:29.963861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:29.963913] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:30.082924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:30.083325] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:30.083407] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:30.083462] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:30.088311] [DEBUG] [FORECASTER] CXH: Forecast T+1@11:T+2@11: DOWN (p=6.94%)
[2025-11-20T23:07:30.088862] [INFO ] [FORECASTER] Completed predict_future for CXH
[2025-11-20T23:07:30.089069] [INFO ] [sig       ] CXH: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:30.236818] [INFO ] [LOCAL     ] Saved forecast: CXH	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/CXH.txt
[2025-11-20T23:07:30.237050] [INFO ] [sig       ] [95/1341] Completed CXH in 0.4s | 2.68 sym/s | Total: 35.5s | ETA: 7.8m
[2025-11-20T23:07:30.237113] [INFO ] [sig       ] [96/1341] Forecasting CXT...
[2025-11-20T23:07:30.237157] [INFO ] [sig       ] Generating forecast for: CXT
[2025-11-20T23:07:30.237200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXT' from 'https://tdm.silogroup.org/data/derivative_storage/CXT.csv'.
[2025-11-20T23:07:30.251198] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'CXT'.
[2025-11-20T23:07:30.251754] [INFO ] [FORECASTER] Starting predict_future for CXT
[2025-11-20T23:07:30.252661] [DEBUG] [LOCAL     ] No optimal features file found for CXT: ./output/feature-sets/CXT.txt
[2025-11-20T23:07:30.252733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:30.252783] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:30.252825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:30.252899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:30.322811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:30.323816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:30.323931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:30.323981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:30.456964] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:30.457207] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:30.457262] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:30.457298] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:30.461336] [DEBUG] [FORECASTER] CXT: Forecast T+1@11:T+2@11: UP (p=60.67%)
[2025-11-20T23:07:30.461699] [INFO ] [FORECASTER] Completed predict_future for CXT
[2025-11-20T23:07:30.461880] [INFO ] [sig       ] CXT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:30.605233] [INFO ] [LOCAL     ] Saved forecast: CXT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/CXT.txt
[2025-11-20T23:07:30.605440] [INFO ] [sig       ] [96/1341] Completed CXT in 0.4s | 2.68 sym/s | Total: 35.9s | ETA: 7.7m
[2025-11-20T23:07:30.605498] [INFO ] [sig       ] [97/1341] Forecasting CYH...
[2025-11-20T23:07:30.605543] [INFO ] [sig       ] Generating forecast for: CYH
[2025-11-20T23:07:30.605586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-11-20T23:07:30.619069] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'CYH'.
[2025-11-20T23:07:30.619525] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-11-20T23:07:30.620486] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-11-20T23:07:30.620559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:30.620608] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:30.620679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:30.620758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:30.692125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:30.693133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:30.693254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:30.693305] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:30.831148] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:30.831391] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:30.831446] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:30.831481] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:30.835670] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=47.83%)
[2025-11-20T23:07:30.836041] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-11-20T23:07:30.836213] [INFO ] [sig       ] CYH: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:30.986998] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/CYH.txt
[2025-11-20T23:07:30.987265] [INFO ] [sig       ] [97/1341] Completed CYH in 0.4s | 2.68 sym/s | Total: 36.2s | ETA: 7.7m
[2025-11-20T23:07:30.987369] [INFO ] [sig       ] [98/1341] Forecasting DAC...
[2025-11-20T23:07:30.987412] [INFO ] [sig       ] Generating forecast for: DAC
[2025-11-20T23:07:30.987459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAC' from 'https://tdm.silogroup.org/data/derivative_storage/DAC.csv'.
[2025-11-20T23:07:31.001294] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DAC'.
[2025-11-20T23:07:31.001833] [INFO ] [FORECASTER] Starting predict_future for DAC
[2025-11-20T23:07:31.002791] [DEBUG] [LOCAL     ] No optimal features file found for DAC: ./output/feature-sets/DAC.txt
[2025-11-20T23:07:31.002866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:31.002915] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:31.002958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:31.003033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:31.076064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:31.077362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:31.077492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:31.077546] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:31.200259] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:31.200513] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:31.200566] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:31.200601] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:31.204808] [DEBUG] [FORECASTER] DAC: Forecast T+1@11:T+2@11: UP (p=52.19%)
[2025-11-20T23:07:31.205144] [INFO ] [FORECASTER] Completed predict_future for DAC
[2025-11-20T23:07:31.205305] [INFO ] [sig       ] DAC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:31.350846] [INFO ] [LOCAL     ] Saved forecast: DAC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/DAC.txt
[2025-11-20T23:07:31.351097] [INFO ] [sig       ] [98/1341] Completed DAC in 0.4s | 2.68 sym/s | Total: 36.6s | ETA: 7.7m
[2025-11-20T23:07:31.351158] [INFO ] [sig       ] [99/1341] Forecasting DAVA...
[2025-11-20T23:07:31.351234] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-11-20T23:07:31.351284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-11-20T23:07:31.364769] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DAVA'.
[2025-11-20T23:07:31.365203] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-11-20T23:07:31.366141] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-11-20T23:07:31.366215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:31.366265] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:31.366308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:31.366383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:31.440747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:31.441980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:31.442105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:31.442155] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:31.565047] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:31.565302] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:31.565374] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:31.565412] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:31.569750] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=62.88%)
[2025-11-20T23:07:31.570122] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-11-20T23:07:31.570311] [INFO ] [sig       ] DAVA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:31.719055] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/DAVA.txt
[2025-11-20T23:07:31.719283] [INFO ] [sig       ] [99/1341] Completed DAVA in 0.4s | 2.68 sym/s | Total: 37.0s | ETA: 7.7m
[2025-11-20T23:07:31.719341] [INFO ] [sig       ] [100/1341] Forecasting DCO...
[2025-11-20T23:07:31.719409] [INFO ] [sig       ] Generating forecast for: DCO
[2025-11-20T23:07:31.719449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-11-20T23:07:31.732876] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DCO'.
[2025-11-20T23:07:31.733333] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-11-20T23:07:31.734328] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-11-20T23:07:31.734404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:31.734454] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:31.734498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:31.734573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:31.805187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:31.806102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:31.806216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:31.806265] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:31.934206] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:31.934501] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:31.934560] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:31.934687] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:31.938929] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: UP (p=86.42%)
[2025-11-20T23:07:31.939287] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-11-20T23:07:31.939482] [INFO ] [sig       ] DCO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:32.085223] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/DCO.txt
[2025-11-20T23:07:32.085458] [INFO ] [sig       ] [100/1341] Completed DCO in 0.4s | 2.68 sym/s | Total: 37.3s | ETA: 7.7m
[2025-11-20T23:07:32.085559] [INFO ] [sig       ] [101/1341] Forecasting DDD...
[2025-11-20T23:07:32.085606] [INFO ] [sig       ] Generating forecast for: DDD
[2025-11-20T23:07:32.085707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-11-20T23:07:32.099878] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DDD'.
[2025-11-20T23:07:32.100350] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-11-20T23:07:32.101322] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-11-20T23:07:32.101394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:32.101442] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:32.101477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:32.101550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:32.174886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:32.175932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:32.176046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:32.176095] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:32.302978] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:32.303210] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:32.303263] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:32.303298] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:32.307256] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=84.42%)
[2025-11-20T23:07:32.307590] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-11-20T23:07:32.307781] [INFO ] [sig       ] DDD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:32.452285] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/DDD.txt
[2025-11-20T23:07:32.452515] [INFO ] [sig       ] [101/1341] Completed DDD in 0.4s | 2.68 sym/s | Total: 37.7s | ETA: 7.7m
[2025-11-20T23:07:32.452604] [INFO ] [sig       ] [102/1341] Forecasting DDS...
[2025-11-20T23:07:32.452675] [INFO ] [sig       ] Generating forecast for: DDS
[2025-11-20T23:07:32.452724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-11-20T23:07:32.465774] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DDS'.
[2025-11-20T23:07:32.466219] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-11-20T23:07:32.467167] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-11-20T23:07:32.467240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:32.467288] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:32.467329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:32.467400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:32.539117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:32.540541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:32.540678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:32.540731] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:32.666347] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:32.666583] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:32.666634] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:32.666699] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:32.670745] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: UP (p=65.74%)
[2025-11-20T23:07:32.671074] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-11-20T23:07:32.671244] [INFO ] [sig       ] DDS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:32.815671] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/DDS.txt
[2025-11-20T23:07:32.816019] [INFO ] [sig       ] [102/1341] Completed DDS in 0.4s | 2.68 sym/s | Total: 38.1s | ETA: 7.7m
[2025-11-20T23:07:32.816106] [INFO ] [sig       ] [103/1341] Forecasting DEI...
[2025-11-20T23:07:32.816173] [INFO ] [sig       ] Generating forecast for: DEI
[2025-11-20T23:07:32.816235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-11-20T23:07:32.830217] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DEI'.
[2025-11-20T23:07:32.830752] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-11-20T23:07:32.831671] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-11-20T23:07:32.831753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:32.831818] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:32.831862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:32.831933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:32.901901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:32.902689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:32.902797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:32.902848] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:33.045505] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:33.045774] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:33.045835] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:33.045872] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:33.049627] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: UP (p=93.09%)
[2025-11-20T23:07:33.050030] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-11-20T23:07:33.050251] [INFO ] [sig       ] DEI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:33.190559] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/DEI.txt
[2025-11-20T23:07:33.190756] [INFO ] [sig       ] [103/1341] Completed DEI in 0.4s | 2.68 sym/s | Total: 38.4s | ETA: 7.7m
[2025-11-20T23:07:33.190816] [INFO ] [sig       ] [104/1341] Forecasting DIAX...
[2025-11-20T23:07:33.190886] [INFO ] [sig       ] Generating forecast for: DIAX
[2025-11-20T23:07:33.190933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIAX' from 'https://tdm.silogroup.org/data/derivative_storage/DIAX.csv'.
[2025-11-20T23:07:33.202934] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DIAX'.
[2025-11-20T23:07:33.203290] [INFO ] [FORECASTER] Starting predict_future for DIAX
[2025-11-20T23:07:33.204135] [DEBUG] [LOCAL     ] No optimal features file found for DIAX: ./output/feature-sets/DIAX.txt
[2025-11-20T23:07:33.204207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:33.204255] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:33.204296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:33.204366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:33.273782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:33.274535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:33.274659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:33.274714] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:33.399318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:33.399530] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:33.399585] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:33.399619] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:33.403265] [DEBUG] [FORECASTER] DIAX: Forecast T+1@11:T+2@11: UP (p=95.16%)
[2025-11-20T23:07:33.403840] [INFO ] [FORECASTER] Completed predict_future for DIAX
[2025-11-20T23:07:33.404043] [INFO ] [sig       ] DIAX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:33.544769] [INFO ] [LOCAL     ] Saved forecast: DIAX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/DIAX.txt
[2025-11-20T23:07:33.544958] [INFO ] [sig       ] [104/1341] Completed DIAX in 0.4s | 2.68 sym/s | Total: 38.8s | ETA: 7.7m
[2025-11-20T23:07:33.545016] [INFO ] [sig       ] [105/1341] Forecasting DIN...
[2025-11-20T23:07:33.545062] [INFO ] [sig       ] Generating forecast for: DIN
[2025-11-20T23:07:33.545132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-11-20T23:07:33.557528] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DIN'.
[2025-11-20T23:07:33.557994] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-11-20T23:07:33.558903] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-11-20T23:07:33.558986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:33.559039] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:33.559082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:33.559157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:33.629921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:33.630954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:33.631081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:33.631132] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:33.760212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:33.760434] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:33.760481] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:33.760515] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:33.764141] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=22.32%)
[2025-11-20T23:07:33.764447] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-11-20T23:07:33.764608] [INFO ] [sig       ] DIN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:33.908107] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/DIN.txt
[2025-11-20T23:07:33.908303] [INFO ] [sig       ] [105/1341] Completed DIN in 0.4s | 2.68 sym/s | Total: 39.2s | ETA: 7.7m
[2025-11-20T23:07:33.908392] [INFO ] [sig       ] [106/1341] Forecasting DINO...
[2025-11-20T23:07:33.908448] [INFO ] [sig       ] Generating forecast for: DINO
[2025-11-20T23:07:33.908495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-11-20T23:07:33.921009] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DINO'.
[2025-11-20T23:07:33.921440] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-11-20T23:07:33.922279] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-11-20T23:07:33.922358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:33.922407] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:33.922449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:33.922521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:33.993862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:33.995631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:33.995842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:33.995893] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:34.125966] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:34.126193] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:34.126241] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:34.126276] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:34.129927] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: DOWN (p=4.69%)
[2025-11-20T23:07:34.130234] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-11-20T23:07:34.130432] [INFO ] [sig       ] DINO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:34.273036] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/DINO.txt
[2025-11-20T23:07:34.273250] [INFO ] [sig       ] [106/1341] Completed DINO in 0.4s | 2.68 sym/s | Total: 39.5s | ETA: 7.7m
[2025-11-20T23:07:34.273308] [INFO ] [sig       ] [107/1341] Forecasting DNA...
[2025-11-20T23:07:34.273377] [INFO ] [sig       ] Generating forecast for: DNA
[2025-11-20T23:07:34.273419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-11-20T23:07:34.285979] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DNA'.
[2025-11-20T23:07:34.286463] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-11-20T23:07:34.287389] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-11-20T23:07:34.287463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:34.287512] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:34.287555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:34.287627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:34.356892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:34.357906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:34.358015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:34.358064] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:34.490762] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:34.490982] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:34.491028] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:34.491061] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:34.494609] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=39.81%)
[2025-11-20T23:07:34.494930] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-11-20T23:07:34.495098] [INFO ] [sig       ] DNA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:34.639774] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/DNA.txt
[2025-11-20T23:07:34.639976] [INFO ] [sig       ] [107/1341] Completed DNA in 0.4s | 2.68 sym/s | Total: 39.9s | ETA: 7.7m
[2025-11-20T23:07:34.640034] [INFO ] [sig       ] [108/1341] Forecasting DNP...
[2025-11-20T23:07:34.640080] [INFO ] [sig       ] Generating forecast for: DNP
[2025-11-20T23:07:34.640150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-11-20T23:07:34.654485] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DNP'.
[2025-11-20T23:07:34.655072] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-11-20T23:07:34.656124] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-11-20T23:07:34.656204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:34.656262] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:34.656314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:34.656404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:34.728053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:34.729343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:34.729483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:34.729535] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:34.859251] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:34.859529] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:34.859582] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:34.859617] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:34.863940] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: DOWN (p=29.33%)
[2025-11-20T23:07:34.864279] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-11-20T23:07:34.864441] [INFO ] [sig       ] DNP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:35.010752] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/DNP.txt
[2025-11-20T23:07:35.011016] [INFO ] [sig       ] [108/1341] Completed DNP in 0.4s | 2.68 sym/s | Total: 40.3s | ETA: 7.7m
[2025-11-20T23:07:35.011087] [INFO ] [sig       ] [109/1341] Forecasting DOCS...
[2025-11-20T23:07:35.011180] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-11-20T23:07:35.011226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-11-20T23:07:35.025158] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DOCS'.
[2025-11-20T23:07:35.025769] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-11-20T23:07:35.026826] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-11-20T23:07:35.026927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:35.026990] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:35.027045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:35.027126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:35.100717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:35.101979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:35.102109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:35.102172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:35.230063] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:35.230335] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:35.230398] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:35.230434] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:35.234819] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=97.22%)
[2025-11-20T23:07:35.235166] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-11-20T23:07:35.235342] [INFO ] [sig       ] DOCS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:35.384538] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/DOCS.txt
[2025-11-20T23:07:35.384804] [INFO ] [sig       ] [109/1341] Completed DOCS in 0.4s | 2.68 sym/s | Total: 40.6s | ETA: 7.7m
[2025-11-20T23:07:35.384877] [INFO ] [sig       ] [110/1341] Forecasting DOLE...
[2025-11-20T23:07:35.384925] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-11-20T23:07:35.384980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-11-20T23:07:35.398858] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DOLE'.
[2025-11-20T23:07:35.399355] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-11-20T23:07:35.400250] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-11-20T23:07:35.400324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:35.400371] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:35.400412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:35.400485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:35.469349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:35.470089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:35.470189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:35.470238] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:35.596906] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:35.597112] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:35.597166] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:35.597230] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:35.601006] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: UP (p=85.93%)
[2025-11-20T23:07:35.601316] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-11-20T23:07:35.601479] [INFO ] [sig       ] DOLE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:35.744504] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/DOLE.txt
[2025-11-20T23:07:35.744736] [INFO ] [sig       ] [110/1341] Completed DOLE in 0.4s | 2.68 sym/s | Total: 41.0s | ETA: 7.6m
[2025-11-20T23:07:35.744791] [INFO ] [sig       ] [111/1341] Forecasting DOUG...
[2025-11-20T23:07:35.744832] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-11-20T23:07:35.744895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-11-20T23:07:35.757483] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DOUG'.
[2025-11-20T23:07:35.757968] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-11-20T23:07:35.758823] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-11-20T23:07:35.758895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:35.758941] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:35.758982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:35.759055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:35.828709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:35.829690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:35.829795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:35.829845] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:35.960619] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:35.960846] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:35.960900] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:35.960935] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:35.964696] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=29.97%)
[2025-11-20T23:07:35.965191] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-11-20T23:07:35.965435] [INFO ] [sig       ] DOUG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:36.105950] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/DOUG.txt
[2025-11-20T23:07:36.106248] [INFO ] [sig       ] [111/1341] Completed DOUG in 0.4s | 2.68 sym/s | Total: 41.4s | ETA: 7.6m
[2025-11-20T23:07:36.106401] [INFO ] [sig       ] [112/1341] Forecasting DOV...
[2025-11-20T23:07:36.106505] [INFO ] [sig       ] Generating forecast for: DOV
[2025-11-20T23:07:36.106610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOV' from 'https://tdm.silogroup.org/data/derivative_storage/DOV.csv'.
[2025-11-20T23:07:36.119238] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DOV'.
[2025-11-20T23:07:36.119691] [INFO ] [FORECASTER] Starting predict_future for DOV
[2025-11-20T23:07:36.120501] [DEBUG] [LOCAL     ] No optimal features file found for DOV: ./output/feature-sets/DOV.txt
[2025-11-20T23:07:36.120573] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:36.120619] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:36.120682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:36.120756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:36.189528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:36.190280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:36.190385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:36.190431] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:36.316372] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:36.316564] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:36.316612] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:36.316666] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:36.320264] [DEBUG] [FORECASTER] DOV: Forecast T+1@11:T+2@11: DOWN (p=44.57%)
[2025-11-20T23:07:36.320569] [INFO ] [FORECASTER] Completed predict_future for DOV
[2025-11-20T23:07:36.320839] [INFO ] [sig       ] DOV: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:36.462629] [INFO ] [LOCAL     ] Saved forecast: DOV	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/DOV.txt
[2025-11-20T23:07:36.462831] [INFO ] [sig       ] [112/1341] Completed DOV in 0.4s | 2.69 sym/s | Total: 41.7s | ETA: 7.6m
[2025-11-20T23:07:36.462889] [INFO ] [sig       ] [113/1341] Forecasting DOW...
[2025-11-20T23:07:36.462959] [INFO ] [sig       ] Generating forecast for: DOW
[2025-11-20T23:07:36.463010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOW' from 'https://tdm.silogroup.org/data/derivative_storage/DOW.csv'.
[2025-11-20T23:07:36.475421] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DOW'.
[2025-11-20T23:07:36.475788] [INFO ] [FORECASTER] Starting predict_future for DOW
[2025-11-20T23:07:36.476592] [DEBUG] [LOCAL     ] No optimal features file found for DOW: ./output/feature-sets/DOW.txt
[2025-11-20T23:07:36.476686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:36.476737] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:36.476777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:36.476879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:36.544627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:36.545500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:36.545605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:36.545674] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:36.676790] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:36.676998] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:36.677045] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:36.677079] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:36.680714] [DEBUG] [FORECASTER] DOW: Forecast T+1@11:T+2@11: DOWN (p=14.03%)
[2025-11-20T23:07:36.681215] [INFO ] [FORECASTER] Completed predict_future for DOW
[2025-11-20T23:07:36.681453] [INFO ] [sig       ] DOW: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:36.823805] [INFO ] [LOCAL     ] Saved forecast: DOW	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/DOW.txt
[2025-11-20T23:07:36.824024] [INFO ] [sig       ] [113/1341] Completed DOW in 0.4s | 2.69 sym/s | Total: 42.1s | ETA: 7.6m
[2025-11-20T23:07:36.824087] [INFO ] [sig       ] [114/1341] Forecasting DPG...
[2025-11-20T23:07:36.824132] [INFO ] [sig       ] Generating forecast for: DPG
[2025-11-20T23:07:36.824174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-11-20T23:07:36.836794] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DPG'.
[2025-11-20T23:07:36.837163] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-11-20T23:07:36.837998] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-11-20T23:07:36.838072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:36.838121] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:36.838163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:36.838252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:36.907169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:36.907850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:36.907948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:36.907996] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:37.030973] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:37.031118] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:37.031164] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:37.031197] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:37.034637] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: DOWN (p=48.56%)
[2025-11-20T23:07:37.034955] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-11-20T23:07:37.035106] [INFO ] [sig       ] DPG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:37.176309] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/DPG.txt
[2025-11-20T23:07:37.176467] [INFO ] [sig       ] [114/1341] Completed DPG in 0.4s | 2.69 sym/s | Total: 42.4s | ETA: 7.6m
[2025-11-20T23:07:37.176520] [INFO ] [sig       ] [115/1341] Forecasting DQ...
[2025-11-20T23:07:37.176568] [INFO ] [sig       ] Generating forecast for: DQ
[2025-11-20T23:07:37.176626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-11-20T23:07:37.188675] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DQ'.
[2025-11-20T23:07:37.189023] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-11-20T23:07:37.189876] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-11-20T23:07:37.189946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:37.189992] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:37.190033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:37.190104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:37.259163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:37.259851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:37.259952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:37.260001] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:37.387745] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:37.387922] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:37.387969] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:37.388002] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:37.391451] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=87.47%)
[2025-11-20T23:07:37.391773] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-11-20T23:07:37.391941] [INFO ] [sig       ] DQ: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:37.532714] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/DQ.txt
[2025-11-20T23:07:37.532854] [INFO ] [sig       ] [115/1341] Completed DQ in 0.4s | 2.69 sym/s | Total: 42.8s | ETA: 7.6m
[2025-11-20T23:07:37.532911] [INFO ] [sig       ] [116/1341] Forecasting DSM...
[2025-11-20T23:07:37.532953] [INFO ] [sig       ] Generating forecast for: DSM
[2025-11-20T23:07:37.533023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-11-20T23:07:37.544858] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DSM'.
[2025-11-20T23:07:37.545148] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-11-20T23:07:37.545966] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-11-20T23:07:37.546050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:37.546098] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:37.546141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:37.546214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:37.616123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:37.617014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:37.617120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:37.617175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:37.751088] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:37.751259] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:37.751306] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:37.751339] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:37.754812] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=17.42%)
[2025-11-20T23:07:37.755110] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-11-20T23:07:37.755269] [INFO ] [sig       ] DSM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:37.904448] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/DSM.txt
[2025-11-20T23:07:37.904766] [INFO ] [sig       ] [116/1341] Completed DSM in 0.4s | 2.69 sym/s | Total: 43.2s | ETA: 7.6m
[2025-11-20T23:07:37.904829] [INFO ] [sig       ] [117/1341] Forecasting DSMC...
[2025-11-20T23:07:37.904871] [INFO ] [sig       ] Generating forecast for: DSMC
[2025-11-20T23:07:37.904926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSMC' from 'https://tdm.silogroup.org/data/derivative_storage/DSMC.csv'.
[2025-11-20T23:07:37.917813] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DSMC'.
[2025-11-20T23:07:37.918394] [INFO ] [FORECASTER] Starting predict_future for DSMC
[2025-11-20T23:07:37.919376] [DEBUG] [LOCAL     ] No optimal features file found for DSMC: ./output/feature-sets/DSMC.txt
[2025-11-20T23:07:37.919451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:37.919500] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:37.919542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:37.919616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:37.992519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:37.993882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:37.994015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:37.994072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:38.116454] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:38.116722] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:38.116786] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:38.116823] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:38.121169] [DEBUG] [FORECASTER] DSMC: Forecast T+1@11:T+2@11: UP (p=95.04%)
[2025-11-20T23:07:38.121527] [INFO ] [FORECASTER] Completed predict_future for DSMC
[2025-11-20T23:07:38.121716] [INFO ] [sig       ] DSMC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:38.268972] [INFO ] [LOCAL     ] Saved forecast: DSMC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/DSMC.txt
[2025-11-20T23:07:38.269228] [INFO ] [sig       ] [117/1341] Completed DSMC in 0.4s | 2.69 sym/s | Total: 43.5s | ETA: 7.6m
[2025-11-20T23:07:38.269335] [INFO ] [sig       ] [118/1341] Forecasting DSU...
[2025-11-20T23:07:38.269394] [INFO ] [sig       ] Generating forecast for: DSU
[2025-11-20T23:07:38.269444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSU' from 'https://tdm.silogroup.org/data/derivative_storage/DSU.csv'.
[2025-11-20T23:07:38.283510] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DSU'.
[2025-11-20T23:07:38.284044] [INFO ] [FORECASTER] Starting predict_future for DSU
[2025-11-20T23:07:38.285092] [DEBUG] [LOCAL     ] No optimal features file found for DSU: ./output/feature-sets/DSU.txt
[2025-11-20T23:07:38.285169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:38.285220] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:38.285263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:38.285390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:38.356701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:38.357812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:38.357925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:38.357974] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:38.487674] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:38.487918] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:38.487972] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:38.488011] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:38.492063] [DEBUG] [FORECASTER] DSU: Forecast T+1@11:T+2@11: UP (p=69.34%)
[2025-11-20T23:07:38.492417] [INFO ] [FORECASTER] Completed predict_future for DSU
[2025-11-20T23:07:38.492587] [INFO ] [sig       ] DSU: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:38.641117] [INFO ] [LOCAL     ] Saved forecast: DSU	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/DSU.txt
[2025-11-20T23:07:38.641370] [INFO ] [sig       ] [118/1341] Completed DSU in 0.4s | 2.69 sym/s | Total: 43.9s | ETA: 7.6m
[2025-11-20T23:07:38.641460] [INFO ] [sig       ] [119/1341] Forecasting DT...
[2025-11-20T23:07:38.641515] [INFO ] [sig       ] Generating forecast for: DT
[2025-11-20T23:07:38.641569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DT' from 'https://tdm.silogroup.org/data/derivative_storage/DT.csv'.
[2025-11-20T23:07:38.656438] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DT'.
[2025-11-20T23:07:38.657045] [INFO ] [FORECASTER] Starting predict_future for DT
[2025-11-20T23:07:38.658152] [DEBUG] [LOCAL     ] No optimal features file found for DT: ./output/feature-sets/DT.txt
[2025-11-20T23:07:38.658231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:38.658282] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:38.658325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:38.658403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:38.730487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:38.731813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:38.731931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:38.731983] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:38.863398] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:38.863815] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:38.863909] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:38.863959] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:38.868345] [DEBUG] [FORECASTER] DT: Forecast T+1@11:T+2@11: UP (p=90.59%)
[2025-11-20T23:07:38.868768] [INFO ] [FORECASTER] Completed predict_future for DT
[2025-11-20T23:07:38.868995] [INFO ] [sig       ] DT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:39.015852] [INFO ] [LOCAL     ] Saved forecast: DT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/DT.txt
[2025-11-20T23:07:39.016118] [INFO ] [sig       ] [119/1341] Completed DT in 0.4s | 2.69 sym/s | Total: 44.3s | ETA: 7.6m
[2025-11-20T23:07:39.016250] [INFO ] [sig       ] [120/1341] Forecasting DTE...
[2025-11-20T23:07:39.016306] [INFO ] [sig       ] Generating forecast for: DTE
[2025-11-20T23:07:39.016346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-11-20T23:07:39.031140] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DTE'.
[2025-11-20T23:07:39.031779] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-11-20T23:07:39.032801] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-11-20T23:07:39.032876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:39.032926] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:39.032969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:39.033045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:39.104147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:39.105313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:39.105479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:39.105530] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:39.226824] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:39.227094] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:39.227146] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:39.227181] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:39.231192] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-11-20T23:07:39.231527] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-11-20T23:07:39.231728] [INFO ] [sig       ] DTE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:39.378286] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/DTE.txt
[2025-11-20T23:07:39.378554] [INFO ] [sig       ] [120/1341] Completed DTE in 0.4s | 2.69 sym/s | Total: 44.6s | ETA: 7.6m
[2025-11-20T23:07:39.378676] [INFO ] [sig       ] [121/1341] Forecasting DTM...
[2025-11-20T23:07:39.378726] [INFO ] [sig       ] Generating forecast for: DTM
[2025-11-20T23:07:39.378778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-11-20T23:07:39.392840] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DTM'.
[2025-11-20T23:07:39.393370] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-11-20T23:07:39.394382] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-11-20T23:07:39.394459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:39.394510] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:39.394555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:39.394633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:39.464025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:39.465110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:39.465230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:39.465282] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:39.591050] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:39.591288] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:39.591341] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:39.591375] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:39.595421] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: DOWN (p=31.96%)
[2025-11-20T23:07:39.595773] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-11-20T23:07:39.595965] [INFO ] [sig       ] DTM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:39.739357] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/DTM.txt
[2025-11-20T23:07:39.739574] [INFO ] [sig       ] [121/1341] Completed DTM in 0.4s | 2.69 sym/s | Total: 45.0s | ETA: 7.6m
[2025-11-20T23:07:39.739635] [INFO ] [sig       ] [122/1341] Forecasting DTW...
[2025-11-20T23:07:39.739730] [INFO ] [sig       ] Generating forecast for: DTW
[2025-11-20T23:07:39.739785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTW' from 'https://tdm.silogroup.org/data/derivative_storage/DTW.csv'.
[2025-11-20T23:07:39.752486] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DTW'.
[2025-11-20T23:07:39.753080] [INFO ] [FORECASTER] Starting predict_future for DTW
[2025-11-20T23:07:39.754042] [DEBUG] [LOCAL     ] No optimal features file found for DTW: ./output/feature-sets/DTW.txt
[2025-11-20T23:07:39.754117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:39.754165] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:39.754205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:39.754279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:39.823089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:39.824165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:39.824282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:39.824332] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:39.947549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:39.947806] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:39.947867] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:39.947901] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:39.951989] [DEBUG] [FORECASTER] DTW: Forecast T+1@11:T+2@11: UP (p=78.63%)
[2025-11-20T23:07:39.952330] [INFO ] [FORECASTER] Completed predict_future for DTW
[2025-11-20T23:07:39.952509] [INFO ] [sig       ] DTW: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:40.096888] [INFO ] [LOCAL     ] Saved forecast: DTW	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/DTW.txt
[2025-11-20T23:07:40.097091] [INFO ] [sig       ] [122/1341] Completed DTW in 0.4s | 2.69 sym/s | Total: 45.3s | ETA: 7.6m
[2025-11-20T23:07:40.097154] [INFO ] [sig       ] [123/1341] Forecasting DUKB...
[2025-11-20T23:07:40.097199] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-11-20T23:07:40.097272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-11-20T23:07:40.109406] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DUKB'.
[2025-11-20T23:07:40.109797] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-11-20T23:07:40.110723] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-11-20T23:07:40.110796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:40.110843] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:40.110885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:40.110959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:40.182792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:40.183822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:40.183935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:40.183984] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:40.305287] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:40.305554] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:40.305611] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:40.305690] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:40.309915] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: DOWN (p=16.87%)
[2025-11-20T23:07:40.310279] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-11-20T23:07:40.310454] [INFO ] [sig       ] DUKB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:40.457600] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/DUKB.txt
[2025-11-20T23:07:40.457905] [INFO ] [sig       ] [123/1341] Completed DUKB in 0.4s | 2.69 sym/s | Total: 45.7s | ETA: 7.5m
[2025-11-20T23:07:40.457967] [INFO ] [sig       ] [124/1341] Forecasting DV...
[2025-11-20T23:07:40.458019] [INFO ] [sig       ] Generating forecast for: DV
[2025-11-20T23:07:40.458072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DV' from 'https://tdm.silogroup.org/data/derivative_storage/DV.csv'.
[2025-11-20T23:07:40.472539] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DV'.
[2025-11-20T23:07:40.473139] [INFO ] [FORECASTER] Starting predict_future for DV
[2025-11-20T23:07:40.474120] [DEBUG] [LOCAL     ] No optimal features file found for DV: ./output/feature-sets/DV.txt
[2025-11-20T23:07:40.474198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:40.474249] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:40.474294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:40.474384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:40.546211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:40.547509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:40.547628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:40.547692] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:40.671213] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:40.671457] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:40.671512] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:40.671549] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:40.675885] [DEBUG] [FORECASTER] DV: Forecast T+1@11:T+2@11: DOWN (p=28.89%)
[2025-11-20T23:07:40.676251] [INFO ] [FORECASTER] Completed predict_future for DV
[2025-11-20T23:07:40.676425] [INFO ] [sig       ] DV: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:40.819628] [INFO ] [LOCAL     ] Saved forecast: DV	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/DV.txt
[2025-11-20T23:07:40.819846] [INFO ] [sig       ] [124/1341] Completed DV in 0.4s | 2.69 sym/s | Total: 46.1s | ETA: 7.5m
[2025-11-20T23:07:40.819935] [INFO ] [sig       ] [125/1341] Forecasting DVA...
[2025-11-20T23:07:40.819976] [INFO ] [sig       ] Generating forecast for: DVA
[2025-11-20T23:07:40.820022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-11-20T23:07:40.833630] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DVA'.
[2025-11-20T23:07:40.834111] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-11-20T23:07:40.835056] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-11-20T23:07:40.835132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:40.835180] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:40.835232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:40.835304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:40.907903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:40.909086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:40.909260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:40.909315] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:41.036048] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:41.036320] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:41.036393] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:41.036440] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:41.040680] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: UP (p=88.26%)
[2025-11-20T23:07:41.041040] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-11-20T23:07:41.041233] [INFO ] [sig       ] DVA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:41.189215] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/DVA.txt
[2025-11-20T23:07:41.189501] [INFO ] [sig       ] [125/1341] Completed DVA in 0.4s | 2.69 sym/s | Total: 46.4s | ETA: 7.5m
[2025-11-20T23:07:41.189574] [INFO ] [sig       ] [126/1341] Forecasting DX...
[2025-11-20T23:07:41.189701] [INFO ] [sig       ] Generating forecast for: DX
[2025-11-20T23:07:41.189753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-11-20T23:07:41.203837] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DX'.
[2025-11-20T23:07:41.204276] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-11-20T23:07:41.205287] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-11-20T23:07:41.205361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:41.205409] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:41.205451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:41.205525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:41.274105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:41.275347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:41.275469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:41.275520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:41.399960] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:41.400258] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:41.400313] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:41.400347] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:41.404399] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=69.87%)
[2025-11-20T23:07:41.404776] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-11-20T23:07:41.404958] [INFO ] [sig       ] DX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:41.560540] [INFO ] [LOCAL     ] Saved forecast: DX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/DX.txt
[2025-11-20T23:07:41.560813] [INFO ] [sig       ] [126/1341] Completed DX in 0.4s | 2.69 sym/s | Total: 46.8s | ETA: 7.5m
[2025-11-20T23:07:41.560905] [INFO ] [sig       ] [127/1341] Forecasting DXC...
[2025-11-20T23:07:41.560948] [INFO ] [sig       ] Generating forecast for: DXC
[2025-11-20T23:07:41.561000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-11-20T23:07:41.575155] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DXC'.
[2025-11-20T23:07:41.575774] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-11-20T23:07:41.576912] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-11-20T23:07:41.576996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:41.577050] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:41.577109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:41.577190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:41.657142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:41.658459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:41.658597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:41.658673] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:41.789162] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:41.789407] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:41.789463] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:41.789500] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:41.793861] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-11-20T23:07:41.794217] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-11-20T23:07:41.794389] [INFO ] [sig       ] DXC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:41.937988] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/DXC.txt
[2025-11-20T23:07:41.938218] [INFO ] [sig       ] [127/1341] Completed DXC in 0.4s | 2.69 sym/s | Total: 47.2s | ETA: 7.5m
[2025-11-20T23:07:41.938299] [INFO ] [sig       ] [128/1341] Forecasting DY...
[2025-11-20T23:07:41.938349] [INFO ] [sig       ] Generating forecast for: DY
[2025-11-20T23:07:41.938393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-11-20T23:07:41.951557] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'DY'.
[2025-11-20T23:07:41.951999] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-11-20T23:07:41.952991] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-11-20T23:07:41.953072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:41.953130] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:41.953177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:41.953256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:42.025107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:42.026174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:42.026290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:42.026340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:42.157331] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:42.157591] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:42.157677] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:42.157729] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:42.161889] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: DOWN (p=30.34%)
[2025-11-20T23:07:42.162265] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-11-20T23:07:42.162463] [INFO ] [sig       ] DY: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:42.307216] [INFO ] [LOCAL     ] Saved forecast: DY	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/DY.txt
[2025-11-20T23:07:42.307426] [INFO ] [sig       ] [128/1341] Completed DY in 0.4s | 2.69 sym/s | Total: 47.6s | ETA: 7.5m
[2025-11-20T23:07:42.307485] [INFO ] [sig       ] [129/1341] Forecasting E...
[2025-11-20T23:07:42.307529] [INFO ] [sig       ] Generating forecast for: E
[2025-11-20T23:07:42.307600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-11-20T23:07:42.325071] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'E'.
[2025-11-20T23:07:42.326287] [INFO ] [FORECASTER] Starting predict_future for E
[2025-11-20T23:07:42.327308] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-11-20T23:07:42.327429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:42.327482] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:42.327524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:42.327597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:42.400175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:42.401449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:42.401573] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:42.401624] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:42.525392] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:42.525620] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:42.525693] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:42.525755] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:42.529932] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: DOWN (p=48.24%)
[2025-11-20T23:07:42.530284] [INFO ] [FORECASTER] Completed predict_future for E
[2025-11-20T23:07:42.530464] [INFO ] [sig       ] E: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:42.676738] [INFO ] [LOCAL     ] Saved forecast: E	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/E.txt
[2025-11-20T23:07:42.676962] [INFO ] [sig       ] [129/1341] Completed E in 0.4s | 2.69 sym/s | Total: 47.9s | ETA: 7.5m
[2025-11-20T23:07:42.677034] [INFO ] [sig       ] [130/1341] Forecasting EAI...
[2025-11-20T23:07:42.677082] [INFO ] [sig       ] Generating forecast for: EAI
[2025-11-20T23:07:42.677182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-11-20T23:07:42.690566] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EAI'.
[2025-11-20T23:07:42.690994] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-11-20T23:07:42.691971] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-11-20T23:07:42.692045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:42.692094] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:42.692137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:42.692215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:42.763143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:42.764298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:42.764414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:42.764464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:42.881872] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:42.882112] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:42.882164] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:42.882198] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:42.886186] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=62.50%)
[2025-11-20T23:07:42.886517] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-11-20T23:07:42.886702] [INFO ] [sig       ] EAI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:43.034195] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EAI.txt
[2025-11-20T23:07:43.034486] [INFO ] [sig       ] [130/1341] Completed EAI in 0.4s | 2.69 sym/s | Total: 48.3s | ETA: 7.5m
[2025-11-20T23:07:43.034595] [INFO ] [sig       ] [131/1341] Forecasting EARN...
[2025-11-20T23:07:43.034666] [INFO ] [sig       ] Generating forecast for: EARN
[2025-11-20T23:07:43.034718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-11-20T23:07:43.052283] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EARN'.
[2025-11-20T23:07:43.052934] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-11-20T23:07:43.054016] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-11-20T23:07:43.054098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:43.054152] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:43.054198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:43.054275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:43.128396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:43.129613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:43.129769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:43.129822] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:43.256560] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:43.256830] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:43.256914] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:43.256951] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:43.261126] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: DOWN (p=10.33%)
[2025-11-20T23:07:43.261471] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-11-20T23:07:43.261634] [INFO ] [sig       ] EARN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:43.410009] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/EARN.txt
[2025-11-20T23:07:43.410255] [INFO ] [sig       ] [131/1341] Completed EARN in 0.4s | 2.69 sym/s | Total: 48.7s | ETA: 7.5m
[2025-11-20T23:07:43.410316] [INFO ] [sig       ] [132/1341] Forecasting EBS...
[2025-11-20T23:07:43.410360] [INFO ] [sig       ] Generating forecast for: EBS
[2025-11-20T23:07:43.410434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-11-20T23:07:43.424097] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EBS'.
[2025-11-20T23:07:43.424579] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-11-20T23:07:43.425514] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-11-20T23:07:43.425587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:43.425660] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:43.425704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:43.425777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:43.496570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:43.497635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:43.497770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:43.497820] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:43.623541] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:43.623802] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:43.623864] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:43.623898] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:43.627897] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=10.48%)
[2025-11-20T23:07:43.628234] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-11-20T23:07:43.628406] [INFO ] [sig       ] EBS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:43.858847] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/EBS.txt
[2025-11-20T23:07:43.859100] [INFO ] [sig       ] [132/1341] Completed EBS in 0.4s | 2.69 sym/s | Total: 49.1s | ETA: 7.5m
[2025-11-20T23:07:43.859199] [INFO ] [sig       ] [133/1341] Forecasting ECAT...
[2025-11-20T23:07:43.859250] [INFO ] [sig       ] Generating forecast for: ECAT
[2025-11-20T23:07:43.859294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECAT' from 'https://tdm.silogroup.org/data/derivative_storage/ECAT.csv'.
[2025-11-20T23:07:43.873141] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ECAT'.
[2025-11-20T23:07:43.873601] [INFO ] [FORECASTER] Starting predict_future for ECAT
[2025-11-20T23:07:43.874568] [DEBUG] [LOCAL     ] No optimal features file found for ECAT: ./output/feature-sets/ECAT.txt
[2025-11-20T23:07:43.874664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:43.874716] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:43.874759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:43.874836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:43.948056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:43.949068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:43.949179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:43.949229] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:44.080436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:44.080705] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:44.080811] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:44.080872] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:44.085170] [DEBUG] [FORECASTER] ECAT: Forecast T+1@11:T+2@11: UP (p=85.31%)
[2025-11-20T23:07:44.085762] [INFO ] [FORECASTER] Completed predict_future for ECAT
[2025-11-20T23:07:44.086026] [INFO ] [sig       ] ECAT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:44.233856] [INFO ] [LOCAL     ] Saved forecast: ECAT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ECAT.txt
[2025-11-20T23:07:44.234076] [INFO ] [sig       ] [133/1341] Completed ECAT in 0.4s | 2.69 sym/s | Total: 49.5s | ETA: 7.5m
[2025-11-20T23:07:44.234163] [INFO ] [sig       ] [134/1341] Forecasting ECL...
[2025-11-20T23:07:44.234215] [INFO ] [sig       ] Generating forecast for: ECL
[2025-11-20T23:07:44.234253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-11-20T23:07:44.249313] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ECL'.
[2025-11-20T23:07:44.249916] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-11-20T23:07:44.250901] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-11-20T23:07:44.250981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:44.251030] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:44.251070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:44.251142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:44.323332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:44.324225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:44.324338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:44.324396] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:44.453204] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:44.453467] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:44.453692] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:44.453808] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:44.458042] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: DOWN (p=17.28%)
[2025-11-20T23:07:44.458468] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-11-20T23:07:44.458733] [INFO ] [sig       ] ECL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:44.610568] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ECL.txt
[2025-11-20T23:07:44.610815] [INFO ] [sig       ] [134/1341] Completed ECL in 0.4s | 2.69 sym/s | Total: 49.9s | ETA: 7.5m
[2025-11-20T23:07:44.610879] [INFO ] [sig       ] [135/1341] Forecasting ED...
[2025-11-20T23:07:44.610950] [INFO ] [sig       ] Generating forecast for: ED
[2025-11-20T23:07:44.610991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-11-20T23:07:44.624618] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ED'.
[2025-11-20T23:07:44.625106] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-11-20T23:07:44.626098] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-11-20T23:07:44.626172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:44.626222] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:44.626266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:44.626344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:44.699718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:44.700992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:44.701124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:44.701175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:44.785336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:44.785572] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:44.785726] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:44.785831] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:44.789835] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=42.70%)
[2025-11-20T23:07:44.790182] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-11-20T23:07:44.790342] [INFO ] [sig       ] ED: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:44.937895] [INFO ] [LOCAL     ] Saved forecast: ED	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ED.txt
[2025-11-20T23:07:44.938158] [INFO ] [sig       ] [135/1341] Completed ED in 0.3s | 2.69 sym/s | Total: 50.2s | ETA: 7.5m
[2025-11-20T23:07:44.938249] [INFO ] [sig       ] [136/1341] Forecasting EDD...
[2025-11-20T23:07:44.938300] [INFO ] [sig       ] Generating forecast for: EDD
[2025-11-20T23:07:44.938345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-11-20T23:07:44.952085] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EDD'.
[2025-11-20T23:07:44.952594] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-11-20T23:07:44.953587] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-11-20T23:07:44.953682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:44.953731] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:44.953773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:44.953845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:45.023799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:45.024987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:45.025100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:45.025149] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:45.152821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:45.153084] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:45.153159] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:45.153195] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:45.157304] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=15.82%)
[2025-11-20T23:07:45.157640] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-11-20T23:07:45.157852] [INFO ] [sig       ] EDD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:45.307703] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/EDD.txt
[2025-11-20T23:07:45.308004] [INFO ] [sig       ] [136/1341] Completed EDD in 0.4s | 2.69 sym/s | Total: 50.6s | ETA: 7.5m
[2025-11-20T23:07:45.308065] [INFO ] [sig       ] [137/1341] Forecasting EDF...
[2025-11-20T23:07:45.308114] [INFO ] [sig       ] Generating forecast for: EDF
[2025-11-20T23:07:45.308162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-11-20T23:07:45.322606] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EDF'.
[2025-11-20T23:07:45.323210] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-11-20T23:07:45.324372] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-11-20T23:07:45.324447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:45.324495] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:45.324538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:45.324654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:45.393903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:45.394981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:45.395095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:45.395143] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:45.516333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:45.516585] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:45.516655] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:45.516731] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:45.521004] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=94.43%)
[2025-11-20T23:07:45.521376] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-11-20T23:07:45.521567] [INFO ] [sig       ] EDF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:45.665176] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EDF.txt
[2025-11-20T23:07:45.665374] [INFO ] [sig       ] [137/1341] Completed EDF in 0.4s | 2.69 sym/s | Total: 50.9s | ETA: 7.5m
[2025-11-20T23:07:45.665432] [INFO ] [sig       ] [138/1341] Forecasting EE...
[2025-11-20T23:07:45.665539] [INFO ] [sig       ] Generating forecast for: EE
[2025-11-20T23:07:45.665597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-11-20T23:07:45.678964] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EE'.
[2025-11-20T23:07:45.679448] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-11-20T23:07:45.680385] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-11-20T23:07:45.680463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:45.680516] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:45.680556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:45.680627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:45.751371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:45.752533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:45.752693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:45.752747] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:45.880872] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:45.881115] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:45.881168] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:45.881204] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:45.885108] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: DOWN (p=22.13%)
[2025-11-20T23:07:45.885668] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-11-20T23:07:45.885921] [INFO ] [sig       ] EE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:46.032430] [INFO ] [LOCAL     ] Saved forecast: EE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/EE.txt
[2025-11-20T23:07:46.032695] [INFO ] [sig       ] [138/1341] Completed EE in 0.4s | 2.69 sym/s | Total: 51.3s | ETA: 7.5m
[2025-11-20T23:07:46.032762] [INFO ] [sig       ] [139/1341] Forecasting EEX...
[2025-11-20T23:07:46.032809] [INFO ] [sig       ] Generating forecast for: EEX
[2025-11-20T23:07:46.032853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-11-20T23:07:46.047015] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EEX'.
[2025-11-20T23:07:46.047562] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-11-20T23:07:46.048678] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-11-20T23:07:46.048754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:46.048812] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:46.048859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:46.048934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:46.121516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:46.122799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:46.122922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:46.122973] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:46.251021] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:46.251262] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:46.251315] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:46.251349] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:46.255373] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=26.30%)
[2025-11-20T23:07:46.255779] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-11-20T23:07:46.255964] [INFO ] [sig       ] EEX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:46.404055] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/EEX.txt
[2025-11-20T23:07:46.404369] [INFO ] [sig       ] [139/1341] Completed EEX in 0.4s | 2.69 sym/s | Total: 51.6s | ETA: 7.4m
[2025-11-20T23:07:46.404436] [INFO ] [sig       ] [140/1341] Forecasting EFC...
[2025-11-20T23:07:46.404482] [INFO ] [sig       ] Generating forecast for: EFC
[2025-11-20T23:07:46.404521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-11-20T23:07:46.418442] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EFC'.
[2025-11-20T23:07:46.419034] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-11-20T23:07:46.420005] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-11-20T23:07:46.420079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:46.420142] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:46.420185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:46.420259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:46.490542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:46.491761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:46.491882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:46.491930] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:46.615937] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:46.616220] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:46.616282] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:46.616320] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:46.620670] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: UP (p=59.56%)
[2025-11-20T23:07:46.621051] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-11-20T23:07:46.621237] [INFO ] [sig       ] EFC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:46.771832] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EFC.txt
[2025-11-20T23:07:46.772108] [INFO ] [sig       ] [140/1341] Completed EFC in 0.4s | 2.69 sym/s | Total: 52.0s | ETA: 7.4m
[2025-11-20T23:07:46.772204] [INFO ] [sig       ] [141/1341] Forecasting EFR...
[2025-11-20T23:07:46.772256] [INFO ] [sig       ] Generating forecast for: EFR
[2025-11-20T23:07:46.772300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFR' from 'https://tdm.silogroup.org/data/derivative_storage/EFR.csv'.
[2025-11-20T23:07:46.788221] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EFR'.
[2025-11-20T23:07:46.788834] [INFO ] [FORECASTER] Starting predict_future for EFR
[2025-11-20T23:07:46.790016] [DEBUG] [LOCAL     ] No optimal features file found for EFR: ./output/feature-sets/EFR.txt
[2025-11-20T23:07:46.790093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:46.790143] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:46.790185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:46.790260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:46.864420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:46.865955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:46.866091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:46.866143] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:47.000339] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:47.000660] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:47.000767] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:47.000824] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:47.005278] [DEBUG] [FORECASTER] EFR: Forecast T+1@11:T+2@11: UP (p=71.37%)
[2025-11-20T23:07:47.005939] [INFO ] [FORECASTER] Completed predict_future for EFR
[2025-11-20T23:07:47.006238] [INFO ] [sig       ] EFR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:47.159257] [INFO ] [LOCAL     ] Saved forecast: EFR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EFR.txt
[2025-11-20T23:07:47.159510] [INFO ] [sig       ] [141/1341] Completed EFR in 0.4s | 2.69 sym/s | Total: 52.4s | ETA: 7.4m
[2025-11-20T23:07:47.159604] [INFO ] [sig       ] [142/1341] Forecasting EFT...
[2025-11-20T23:07:47.159669] [INFO ] [sig       ] Generating forecast for: EFT
[2025-11-20T23:07:47.159717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFT' from 'https://tdm.silogroup.org/data/derivative_storage/EFT.csv'.
[2025-11-20T23:07:47.174925] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EFT'.
[2025-11-20T23:07:47.175452] [INFO ] [FORECASTER] Starting predict_future for EFT
[2025-11-20T23:07:47.176469] [DEBUG] [LOCAL     ] No optimal features file found for EFT: ./output/feature-sets/EFT.txt
[2025-11-20T23:07:47.176547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:47.176596] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:47.176663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:47.176745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:47.246519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:47.247692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:47.247807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:47.247856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:47.380550] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:47.380848] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:47.380906] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:47.380941] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:47.385344] [DEBUG] [FORECASTER] EFT: Forecast T+1@11:T+2@11: UP (p=60.38%)
[2025-11-20T23:07:47.385724] [INFO ] [FORECASTER] Completed predict_future for EFT
[2025-11-20T23:07:47.385918] [INFO ] [sig       ] EFT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:47.536193] [INFO ] [LOCAL     ] Saved forecast: EFT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EFT.txt
[2025-11-20T23:07:47.536423] [INFO ] [sig       ] [142/1341] Completed EFT in 0.4s | 2.69 sym/s | Total: 52.8s | ETA: 7.4m
[2025-11-20T23:07:47.536488] [INFO ] [sig       ] [143/1341] Forecasting EFXT...
[2025-11-20T23:07:47.536557] [INFO ] [sig       ] Generating forecast for: EFXT
[2025-11-20T23:07:47.536612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFXT' from 'https://tdm.silogroup.org/data/derivative_storage/EFXT.csv'.
[2025-11-20T23:07:47.550133] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EFXT'.
[2025-11-20T23:07:47.550592] [INFO ] [FORECASTER] Starting predict_future for EFXT
[2025-11-20T23:07:47.551508] [DEBUG] [LOCAL     ] No optimal features file found for EFXT: ./output/feature-sets/EFXT.txt
[2025-11-20T23:07:47.551581] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:47.551628] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:47.551699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:47.551777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:47.622426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:47.623559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:47.623698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:47.623752] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:47.744387] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:47.744706] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:47.744786] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:47.744836] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:47.749344] [DEBUG] [FORECASTER] EFXT: Forecast T+1@11:T+2@11: UP (p=89.07%)
[2025-11-20T23:07:47.749736] [INFO ] [FORECASTER] Completed predict_future for EFXT
[2025-11-20T23:07:47.749920] [INFO ] [sig       ] EFXT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:47.896477] [INFO ] [LOCAL     ] Saved forecast: EFXT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EFXT.txt
[2025-11-20T23:07:47.896692] [INFO ] [sig       ] [143/1341] Completed EFXT in 0.4s | 2.69 sym/s | Total: 53.1s | ETA: 7.4m
[2025-11-20T23:07:47.896754] [INFO ] [sig       ] [144/1341] Forecasting EG...
[2025-11-20T23:07:47.896798] [INFO ] [sig       ] Generating forecast for: EG
[2025-11-20T23:07:47.896893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-11-20T23:07:47.910371] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EG'.
[2025-11-20T23:07:47.910855] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-11-20T23:07:47.911788] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-11-20T23:07:47.911861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:47.911908] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:47.911951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:47.912024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:47.983026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:47.984019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:47.984131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:47.984179] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:48.114817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:48.115063] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:48.115118] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:48.115152] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:48.119259] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=12.17%)
[2025-11-20T23:07:48.119596] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-11-20T23:07:48.119783] [INFO ] [sig       ] EG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:48.271577] [INFO ] [LOCAL     ] Saved forecast: EG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/EG.txt
[2025-11-20T23:07:48.271853] [INFO ] [sig       ] [144/1341] Completed EG in 0.4s | 2.69 sym/s | Total: 53.5s | ETA: 7.4m
[2025-11-20T23:07:48.271944] [INFO ] [sig       ] [145/1341] Forecasting EGO...
[2025-11-20T23:07:48.271996] [INFO ] [sig       ] Generating forecast for: EGO
[2025-11-20T23:07:48.272043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGO' from 'https://tdm.silogroup.org/data/derivative_storage/EGO.csv'.
[2025-11-20T23:07:48.285725] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EGO'.
[2025-11-20T23:07:48.286311] [INFO ] [FORECASTER] Starting predict_future for EGO
[2025-11-20T23:07:48.287376] [DEBUG] [LOCAL     ] No optimal features file found for EGO: ./output/feature-sets/EGO.txt
[2025-11-20T23:07:48.287452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:48.287500] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:48.287541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:48.287613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:48.358570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:48.359761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:48.359872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:48.359920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:48.496914] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:48.497166] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:48.497221] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:48.497259] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:48.501771] [DEBUG] [FORECASTER] EGO: Forecast T+1@11:T+2@11: UP (p=73.12%)
[2025-11-20T23:07:48.502141] [INFO ] [FORECASTER] Completed predict_future for EGO
[2025-11-20T23:07:48.502333] [INFO ] [sig       ] EGO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:48.652121] [INFO ] [LOCAL     ] Saved forecast: EGO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EGO.txt
[2025-11-20T23:07:48.652357] [INFO ] [sig       ] [145/1341] Completed EGO in 0.4s | 2.69 sym/s | Total: 53.9s | ETA: 7.4m
[2025-11-20T23:07:48.652434] [INFO ] [sig       ] [146/1341] Forecasting EGP...
[2025-11-20T23:07:48.652516] [INFO ] [sig       ] Generating forecast for: EGP
[2025-11-20T23:07:48.652576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-11-20T23:07:48.667559] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EGP'.
[2025-11-20T23:07:48.668184] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-11-20T23:07:48.669193] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-11-20T23:07:48.669271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:48.669322] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:48.669368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:48.669447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:48.738343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:48.739548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:48.739689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:48.739744] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:48.866330] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:48.866588] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:48.866676] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:48.866728] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:48.870787] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: UP (p=80.95%)
[2025-11-20T23:07:48.871130] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-11-20T23:07:48.871309] [INFO ] [sig       ] EGP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:49.014508] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EGP.txt
[2025-11-20T23:07:49.014756] [INFO ] [sig       ] [146/1341] Completed EGP in 0.4s | 2.69 sym/s | Total: 54.3s | ETA: 7.4m
[2025-11-20T23:07:49.014845] [INFO ] [sig       ] [147/1341] Forecasting EHC...
[2025-11-20T23:07:49.014895] [INFO ] [sig       ] Generating forecast for: EHC
[2025-11-20T23:07:49.014940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-11-20T23:07:49.028260] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EHC'.
[2025-11-20T23:07:49.028743] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-11-20T23:07:49.029686] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-11-20T23:07:49.029758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:49.029807] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:49.029848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:49.029920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:49.097899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:49.098955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:49.099067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:49.099114] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:49.223023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:49.223304] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:49.223371] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:49.223408] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:49.227804] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=62.35%)
[2025-11-20T23:07:49.228295] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-11-20T23:07:49.228510] [INFO ] [sig       ] EHC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:49.371479] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EHC.txt
[2025-11-20T23:07:49.371760] [INFO ] [sig       ] [147/1341] Completed EHC in 0.4s | 2.69 sym/s | Total: 54.6s | ETA: 7.4m
[2025-11-20T23:07:49.371827] [INFO ] [sig       ] [148/1341] Forecasting EHI...
[2025-11-20T23:07:49.371870] [INFO ] [sig       ] Generating forecast for: EHI
[2025-11-20T23:07:49.371908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-11-20T23:07:49.384555] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EHI'.
[2025-11-20T23:07:49.384977] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-11-20T23:07:49.385941] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-11-20T23:07:49.386014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:49.386063] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:49.386103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:49.386175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:49.453984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:49.455118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:49.455229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:49.455280] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:49.583515] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:49.583772] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:49.583851] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:49.583897] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:49.587963] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=81.02%)
[2025-11-20T23:07:49.588318] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-11-20T23:07:49.588500] [INFO ] [sig       ] EHI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:49.732695] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EHI.txt
[2025-11-20T23:07:49.732976] [INFO ] [sig       ] [148/1341] Completed EHI in 0.4s | 2.69 sym/s | Total: 55.0s | ETA: 7.4m
[2025-11-20T23:07:49.733030] [INFO ] [sig       ] [149/1341] Forecasting EIX...
[2025-11-20T23:07:49.733084] [INFO ] [sig       ] Generating forecast for: EIX
[2025-11-20T23:07:49.733131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-11-20T23:07:49.747239] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EIX'.
[2025-11-20T23:07:49.747852] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-11-20T23:07:49.748888] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-11-20T23:07:49.748967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:49.749016] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:49.749057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:49.749133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:49.817573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:49.818792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:49.818905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:49.818954] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:49.941315] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:49.941579] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:49.941632] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:49.941729] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:49.945807] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: UP (p=91.73%)
[2025-11-20T23:07:49.946169] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-11-20T23:07:49.946346] [INFO ] [sig       ] EIX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:50.095753] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EIX.txt
[2025-11-20T23:07:50.096083] [INFO ] [sig       ] [149/1341] Completed EIX in 0.4s | 2.69 sym/s | Total: 55.3s | ETA: 7.4m
[2025-11-20T23:07:50.096151] [INFO ] [sig       ] [150/1341] Forecasting ELAN...
[2025-11-20T23:07:50.096199] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-11-20T23:07:50.096244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-11-20T23:07:50.111006] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ELAN'.
[2025-11-20T23:07:50.111670] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-11-20T23:07:50.112860] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-11-20T23:07:50.112943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:50.112999] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:50.113044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:50.113133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:50.183591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:50.184804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:50.184971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:50.185025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:50.313314] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:50.313548] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:50.313611] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:50.313668] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:50.318145] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: UP (p=62.80%)
[2025-11-20T23:07:50.318527] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-11-20T23:07:50.318721] [INFO ] [sig       ] ELAN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:50.464312] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ELAN.txt
[2025-11-20T23:07:50.464551] [INFO ] [sig       ] [150/1341] Completed ELAN in 0.4s | 2.69 sym/s | Total: 55.7s | ETA: 7.4m
[2025-11-20T23:07:50.464613] [INFO ] [sig       ] [151/1341] Forecasting ELC...
[2025-11-20T23:07:50.464711] [INFO ] [sig       ] Generating forecast for: ELC
[2025-11-20T23:07:50.464757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-11-20T23:07:50.480767] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ELC'.
[2025-11-20T23:07:50.481264] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-11-20T23:07:50.482206] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-11-20T23:07:50.482280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:50.482329] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:50.482371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:50.482450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:50.551762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:50.552779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:50.552891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:50.552943] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:50.675692] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:50.675945] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:50.675998] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:50.676033] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:50.680133] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=91.89%)
[2025-11-20T23:07:50.680485] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-11-20T23:07:50.680676] [INFO ] [sig       ] ELC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:50.837474] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ELC.txt
[2025-11-20T23:07:50.837815] [INFO ] [sig       ] [151/1341] Completed ELC in 0.4s | 2.69 sym/s | Total: 56.1s | ETA: 7.4m
[2025-11-20T23:07:50.837881] [INFO ] [sig       ] [152/1341] Forecasting ELP...
[2025-11-20T23:07:50.837924] [INFO ] [sig       ] Generating forecast for: ELP
[2025-11-20T23:07:50.837969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-11-20T23:07:50.852290] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ELP'.
[2025-11-20T23:07:50.852850] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-11-20T23:07:50.853890] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-11-20T23:07:50.853968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:50.854027] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:50.854081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:50.854161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:50.926100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:50.927299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:50.927429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:50.927487] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:51.062606] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:51.062900] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:51.063135] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:51.063245] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:51.067865] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=79.29%)
[2025-11-20T23:07:51.068314] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-11-20T23:07:51.068623] [INFO ] [sig       ] ELP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:51.219910] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ELP.txt
[2025-11-20T23:07:51.220170] [INFO ] [sig       ] [152/1341] Completed ELP in 0.4s | 2.69 sym/s | Total: 56.5s | ETA: 7.4m
[2025-11-20T23:07:51.220258] [INFO ] [sig       ] [153/1341] Forecasting ELV...
[2025-11-20T23:07:51.220302] [INFO ] [sig       ] Generating forecast for: ELV
[2025-11-20T23:07:51.220344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELV' from 'https://tdm.silogroup.org/data/derivative_storage/ELV.csv'.
[2025-11-20T23:07:51.234555] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ELV'.
[2025-11-20T23:07:51.235168] [INFO ] [FORECASTER] Starting predict_future for ELV
[2025-11-20T23:07:51.236170] [DEBUG] [LOCAL     ] No optimal features file found for ELV: ./output/feature-sets/ELV.txt
[2025-11-20T23:07:51.236247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:51.236314] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:51.236358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:51.236433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:51.307407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:51.308637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:51.308788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:51.308838] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:51.439876] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:51.440116] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:51.440169] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:51.440205] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:51.444360] [DEBUG] [FORECASTER] ELV: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-11-20T23:07:51.444738] [INFO ] [FORECASTER] Completed predict_future for ELV
[2025-11-20T23:07:51.444948] [INFO ] [sig       ] ELV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:51.592400] [INFO ] [LOCAL     ] Saved forecast: ELV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ELV.txt
[2025-11-20T23:07:51.592708] [INFO ] [sig       ] [153/1341] Completed ELV in 0.4s | 2.69 sym/s | Total: 56.8s | ETA: 7.4m
[2025-11-20T23:07:51.592774] [INFO ] [sig       ] [154/1341] Forecasting EMD...
[2025-11-20T23:07:51.592821] [INFO ] [sig       ] Generating forecast for: EMD
[2025-11-20T23:07:51.592866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-11-20T23:07:51.606544] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EMD'.
[2025-11-20T23:07:51.607145] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-11-20T23:07:51.608091] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-11-20T23:07:51.608164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:51.608214] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:51.608256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:51.608328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:51.677123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:51.678329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:51.678451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:51.678500] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:51.822107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:51.822394] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:51.822458] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:51.822495] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:51.827175] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=64.22%)
[2025-11-20T23:07:51.827563] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-11-20T23:07:51.827771] [INFO ] [sig       ] EMD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:51.974767] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EMD.txt
[2025-11-20T23:07:51.975014] [INFO ] [sig       ] [154/1341] Completed EMD in 0.4s | 2.69 sym/s | Total: 57.2s | ETA: 7.4m
[2025-11-20T23:07:51.975100] [INFO ] [sig       ] [155/1341] Forecasting EMF...
[2025-11-20T23:07:51.975146] [INFO ] [sig       ] Generating forecast for: EMF
[2025-11-20T23:07:51.975193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-11-20T23:07:51.987738] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EMF'.
[2025-11-20T23:07:51.988186] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-11-20T23:07:51.989122] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-11-20T23:07:51.989195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:51.989268] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:51.989312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:51.989387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:52.057890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:52.059073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:52.059184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:52.059231] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:52.175337] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:52.175580] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:52.175633] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:52.175697] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:52.179732] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=58.03%)
[2025-11-20T23:07:52.180079] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-11-20T23:07:52.180242] [INFO ] [sig       ] EMF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:52.324430] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EMF.txt
[2025-11-20T23:07:52.324717] [INFO ] [sig       ] [155/1341] Completed EMF in 0.3s | 2.69 sym/s | Total: 57.6s | ETA: 7.3m
[2025-11-20T23:07:52.324815] [INFO ] [sig       ] [156/1341] Forecasting EMN...
[2025-11-20T23:07:52.324864] [INFO ] [sig       ] Generating forecast for: EMN
[2025-11-20T23:07:52.324912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-11-20T23:07:52.339388] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EMN'.
[2025-11-20T23:07:52.339965] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-11-20T23:07:52.340961] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-11-20T23:07:52.341037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:52.341087] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:52.341129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:52.341206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:52.410076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:52.411270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:52.411387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:52.411436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:52.543175] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:52.543471] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:52.543534] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:52.543580] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:52.547993] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=54.80%)
[2025-11-20T23:07:52.548366] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-11-20T23:07:52.548540] [INFO ] [sig       ] EMN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:52.692590] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EMN.txt
[2025-11-20T23:07:52.692843] [INFO ] [sig       ] [156/1341] Completed EMN in 0.4s | 2.69 sym/s | Total: 57.9s | ETA: 7.3m
[2025-11-20T23:07:52.692904] [INFO ] [sig       ] [157/1341] Forecasting EMO...
[2025-11-20T23:07:52.692989] [INFO ] [sig       ] Generating forecast for: EMO
[2025-11-20T23:07:52.693035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-11-20T23:07:52.706549] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EMO'.
[2025-11-20T23:07:52.707176] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-11-20T23:07:52.708168] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-11-20T23:07:52.708250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:52.708301] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:52.708341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:52.708415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:52.778256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:52.779561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:52.779725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:52.779799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:52.913182] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:52.913482] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:52.913542] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:52.913580] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:52.918508] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-11-20T23:07:52.918988] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-11-20T23:07:52.919209] [INFO ] [sig       ] EMO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:53.145617] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EMO.txt
[2025-11-20T23:07:53.146207] [INFO ] [sig       ] [157/1341] Completed EMO in 0.5s | 2.69 sym/s | Total: 58.4s | ETA: 7.3m
[2025-11-20T23:07:53.146282] [INFO ] [sig       ] [158/1341] Forecasting EMP...
[2025-11-20T23:07:53.146335] [INFO ] [sig       ] Generating forecast for: EMP
[2025-11-20T23:07:53.146387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMP' from 'https://tdm.silogroup.org/data/derivative_storage/EMP.csv'.
[2025-11-20T23:07:53.161225] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EMP'.
[2025-11-20T23:07:53.161902] [INFO ] [FORECASTER] Starting predict_future for EMP
[2025-11-20T23:07:53.163235] [DEBUG] [LOCAL     ] No optimal features file found for EMP: ./output/feature-sets/EMP.txt
[2025-11-20T23:07:53.163327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:53.163377] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:53.163431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:53.163570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:53.241079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:53.242445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:53.242619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:53.242726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:53.371680] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:53.371959] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:53.372021] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:53.372059] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:53.376995] [DEBUG] [FORECASTER] EMP: Forecast T+1@11:T+2@11: DOWN (p=4.65%)
[2025-11-20T23:07:53.377568] [INFO ] [FORECASTER] Completed predict_future for EMP
[2025-11-20T23:07:53.377819] [INFO ] [sig       ] EMP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:53.598113] [INFO ] [LOCAL     ] Saved forecast: EMP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/EMP.txt
[2025-11-20T23:07:53.599440] [INFO ] [sig       ] [158/1341] Completed EMP in 0.5s | 2.69 sym/s | Total: 58.8s | ETA: 7.3m
[2025-11-20T23:07:53.599561] [INFO ] [sig       ] [159/1341] Forecasting EMR...
[2025-11-20T23:07:53.599625] [INFO ] [sig       ] Generating forecast for: EMR
[2025-11-20T23:07:53.599706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMR' from 'https://tdm.silogroup.org/data/derivative_storage/EMR.csv'.
[2025-11-20T23:07:53.618924] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EMR'.
[2025-11-20T23:07:53.619667] [INFO ] [FORECASTER] Starting predict_future for EMR
[2025-11-20T23:07:53.620997] [DEBUG] [LOCAL     ] No optimal features file found for EMR: ./output/feature-sets/EMR.txt
[2025-11-20T23:07:53.621089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:53.621152] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:53.621204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:53.621307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:53.711889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:53.713166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:53.713294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:53.713346] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:53.891796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:53.892128] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:53.892207] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:53.892258] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:53.899042] [DEBUG] [FORECASTER] EMR: Forecast T+1@11:T+2@11: UP (p=68.79%)
[2025-11-20T23:07:53.899962] [INFO ] [FORECASTER] Completed predict_future for EMR
[2025-11-20T23:07:53.900328] [INFO ] [sig       ] EMR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:54.079942] [INFO ] [LOCAL     ] Saved forecast: EMR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EMR.txt
[2025-11-20T23:07:54.080289] [INFO ] [sig       ] [159/1341] Completed EMR in 0.5s | 2.68 sym/s | Total: 59.3s | ETA: 7.4m
[2025-11-20T23:07:54.080355] [INFO ] [sig       ] [160/1341] Forecasting ENB...
[2025-11-20T23:07:54.080401] [INFO ] [sig       ] Generating forecast for: ENB
[2025-11-20T23:07:54.080446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-11-20T23:07:54.095933] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ENB'.
[2025-11-20T23:07:54.096581] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-11-20T23:07:54.097877] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-11-20T23:07:54.097965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:54.098029] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:54.098088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:54.098192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:54.167946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:54.169137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:54.169282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:54.169333] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:54.298345] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:54.298579] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:54.298630] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:54.298716] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:54.302336] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=64.96%)
[2025-11-20T23:07:54.302706] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-11-20T23:07:54.302881] [INFO ] [sig       ] ENB: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:54.451237] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ENB.txt
[2025-11-20T23:07:54.451424] [INFO ] [sig       ] [160/1341] Completed ENB in 0.4s | 2.68 sym/s | Total: 59.7s | ETA: 7.3m
[2025-11-20T23:07:54.451483] [INFO ] [sig       ] [161/1341] Forecasting ENIC...
[2025-11-20T23:07:54.451553] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-11-20T23:07:54.451592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-11-20T23:07:54.464163] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ENIC'.
[2025-11-20T23:07:54.464630] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-11-20T23:07:54.465531] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-11-20T23:07:54.465605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:54.465682] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:54.465727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:54.465803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:54.548610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:54.549609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:54.549745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:54.549797] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:54.682554] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:54.682834] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:54.682901] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:54.682937] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:54.686535] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=61.01%)
[2025-11-20T23:07:54.686886] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-11-20T23:07:54.687059] [INFO ] [sig       ] ENIC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:54.831956] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ENIC.txt
[2025-11-20T23:07:54.832190] [INFO ] [sig       ] [161/1341] Completed ENIC in 0.4s | 2.68 sym/s | Total: 1.0m | ETA: 7.3m
[2025-11-20T23:07:54.832275] [INFO ] [sig       ] [162/1341] Forecasting ENO...
[2025-11-20T23:07:54.832322] [INFO ] [sig       ] Generating forecast for: ENO
[2025-11-20T23:07:54.832371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENO' from 'https://tdm.silogroup.org/data/derivative_storage/ENO.csv'.
[2025-11-20T23:07:54.844810] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ENO'.
[2025-11-20T23:07:54.845313] [INFO ] [FORECASTER] Starting predict_future for ENO
[2025-11-20T23:07:54.846211] [DEBUG] [LOCAL     ] No optimal features file found for ENO: ./output/feature-sets/ENO.txt
[2025-11-20T23:07:54.846286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:54.846351] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:54.846395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:54.846465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:54.914105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:54.915019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:54.915139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:54.915188] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:55.030344] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:55.030554] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:55.030603] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:55.030656] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:55.034378] [DEBUG] [FORECASTER] ENO: Forecast T+1@11:T+2@11: UP (p=58.98%)
[2025-11-20T23:07:55.034717] [INFO ] [FORECASTER] Completed predict_future for ENO
[2025-11-20T23:07:55.034921] [INFO ] [sig       ] ENO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:55.175475] [INFO ] [LOCAL     ] Saved forecast: ENO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ENO.txt
[2025-11-20T23:07:55.175691] [INFO ] [sig       ] [162/1341] Completed ENO in 0.3s | 2.68 sym/s | Total: 1.0m | ETA: 7.3m
[2025-11-20T23:07:55.175787] [INFO ] [sig       ] [163/1341] Forecasting ENOV...
[2025-11-20T23:07:55.175832] [INFO ] [sig       ] Generating forecast for: ENOV
[2025-11-20T23:07:55.175879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENOV' from 'https://tdm.silogroup.org/data/derivative_storage/ENOV.csv'.
[2025-11-20T23:07:55.188370] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ENOV'.
[2025-11-20T23:07:55.188869] [INFO ] [FORECASTER] Starting predict_future for ENOV
[2025-11-20T23:07:55.189737] [DEBUG] [LOCAL     ] No optimal features file found for ENOV: ./output/feature-sets/ENOV.txt
[2025-11-20T23:07:55.189822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:55.189877] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:55.189926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:55.189998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:55.257172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:55.258064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:55.258168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:55.258216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:55.379300] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:55.379508] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:55.379555] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:55.379588] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:55.383152] [DEBUG] [FORECASTER] ENOV: Forecast T+1@11:T+2@11: DOWN (p=18.05%)
[2025-11-20T23:07:55.383458] [INFO ] [FORECASTER] Completed predict_future for ENOV
[2025-11-20T23:07:55.383616] [INFO ] [sig       ] ENOV: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:55.525526] [INFO ] [LOCAL     ] Saved forecast: ENOV	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ENOV.txt
[2025-11-20T23:07:55.525733] [INFO ] [sig       ] [163/1341] Completed ENOV in 0.3s | 2.68 sym/s | Total: 1.0m | ETA: 7.3m
[2025-11-20T23:07:55.525820] [INFO ] [sig       ] [164/1341] Forecasting ENR...
[2025-11-20T23:07:55.525875] [INFO ] [sig       ] Generating forecast for: ENR
[2025-11-20T23:07:55.525916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENR' from 'https://tdm.silogroup.org/data/derivative_storage/ENR.csv'.
[2025-11-20T23:07:55.537832] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ENR'.
[2025-11-20T23:07:55.538286] [INFO ] [FORECASTER] Starting predict_future for ENR
[2025-11-20T23:07:55.539161] [DEBUG] [LOCAL     ] No optimal features file found for ENR: ./output/feature-sets/ENR.txt
[2025-11-20T23:07:55.539234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:55.539282] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:55.539324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:55.539410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:55.606951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:55.607704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:55.607811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:55.607860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:55.729901] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:55.730108] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:55.730157] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:55.730190] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:55.733773] [DEBUG] [FORECASTER] ENR: Forecast T+1@11:T+2@11: DOWN (p=11.83%)
[2025-11-20T23:07:55.734087] [INFO ] [FORECASTER] Completed predict_future for ENR
[2025-11-20T23:07:55.734250] [INFO ] [sig       ] ENR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:55.876075] [INFO ] [LOCAL     ] Saved forecast: ENR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ENR.txt
[2025-11-20T23:07:55.876292] [INFO ] [sig       ] [164/1341] Completed ENR in 0.4s | 2.68 sym/s | Total: 1.0m | ETA: 7.3m
[2025-11-20T23:07:55.876378] [INFO ] [sig       ] [165/1341] Forecasting ENS...
[2025-11-20T23:07:55.876429] [INFO ] [sig       ] Generating forecast for: ENS
[2025-11-20T23:07:55.876478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-11-20T23:07:55.888879] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ENS'.
[2025-11-20T23:07:55.889361] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-11-20T23:07:55.890281] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-11-20T23:07:55.890355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:55.890403] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:55.890445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:55.890517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:55.963252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:55.964275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:55.964393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:55.964456] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:56.095232] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:56.095454] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:56.095503] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:56.095537] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:56.099492] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=77.99%)
[2025-11-20T23:07:56.099833] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-11-20T23:07:56.100021] [INFO ] [sig       ] ENS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:56.244114] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ENS.txt
[2025-11-20T23:07:56.244328] [INFO ] [sig       ] [165/1341] Completed ENS in 0.4s | 2.68 sym/s | Total: 1.0m | ETA: 7.3m
[2025-11-20T23:07:56.244389] [INFO ] [sig       ] [166/1341] Forecasting ENVA...
[2025-11-20T23:07:56.244460] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-11-20T23:07:56.244512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-11-20T23:07:56.258907] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ENVA'.
[2025-11-20T23:07:56.259470] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-11-20T23:07:56.260521] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-11-20T23:07:56.260616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:56.260690] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:56.260735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:56.260813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:56.331989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:56.333177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:56.333297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:56.333347] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:56.464472] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:56.464745] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:56.464835] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:56.464884] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:56.469113] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2025-11-20T23:07:56.469718] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-11-20T23:07:56.469984] [INFO ] [sig       ] ENVA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:56.617187] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ENVA.txt
[2025-11-20T23:07:56.617736] [INFO ] [sig       ] [166/1341] Completed ENVA in 0.4s | 2.68 sym/s | Total: 1.0m | ETA: 7.3m
[2025-11-20T23:07:56.617892] [INFO ] [sig       ] [167/1341] Forecasting EOD...
[2025-11-20T23:07:56.618040] [INFO ] [sig       ] Generating forecast for: EOD
[2025-11-20T23:07:56.618163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-11-20T23:07:56.632188] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EOD'.
[2025-11-20T23:07:56.632696] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-11-20T23:07:56.633712] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-11-20T23:07:56.633787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:56.633837] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:56.633878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:56.633951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:56.704043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:56.705190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:56.705308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:56.705359] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:56.829370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:56.829602] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:56.829679] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:56.829742] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:56.833927] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: UP (p=92.74%)
[2025-11-20T23:07:56.834350] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-11-20T23:07:56.834545] [INFO ] [sig       ] EOD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:56.976836] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EOD.txt
[2025-11-20T23:07:56.977091] [INFO ] [sig       ] [167/1341] Completed EOD in 0.4s | 2.68 sym/s | Total: 1.0m | ETA: 7.3m
[2025-11-20T23:07:56.977186] [INFO ] [sig       ] [168/1341] Forecasting EOG...
[2025-11-20T23:07:56.977226] [INFO ] [sig       ] Generating forecast for: EOG
[2025-11-20T23:07:56.977272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-11-20T23:07:56.989631] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EOG'.
[2025-11-20T23:07:56.990140] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-11-20T23:07:56.991049] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-11-20T23:07:56.991126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:56.991173] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:56.991215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:56.991288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:57.059402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:57.060355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:57.060459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:57.060507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:57.190173] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:57.190422] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:57.190477] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:57.190514] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:57.194268] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=72.66%)
[2025-11-20T23:07:57.194582] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-11-20T23:07:57.194764] [INFO ] [sig       ] EOG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:57.336070] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EOG.txt
[2025-11-20T23:07:57.336233] [INFO ] [sig       ] [168/1341] Completed EOG in 0.4s | 2.68 sym/s | Total: 1.0m | ETA: 7.3m
[2025-11-20T23:07:57.336291] [INFO ] [sig       ] [169/1341] Forecasting EOI...
[2025-11-20T23:07:57.336336] [INFO ] [sig       ] Generating forecast for: EOI
[2025-11-20T23:07:57.336402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-11-20T23:07:57.348827] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EOI'.
[2025-11-20T23:07:57.349209] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-11-20T23:07:57.350050] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-11-20T23:07:57.350123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:57.350169] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:57.350209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:57.350280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:57.419087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:57.420046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:57.420158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:57.420206] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:57.547130] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:57.547347] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:57.547396] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:57.547430] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:57.551521] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=80.96%)
[2025-11-20T23:07:57.551875] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-11-20T23:07:57.552064] [INFO ] [sig       ] EOI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:57.693580] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EOI.txt
[2025-11-20T23:07:57.693835] [INFO ] [sig       ] [169/1341] Completed EOI in 0.4s | 2.69 sym/s | Total: 1.0m | ETA: 7.3m
[2025-11-20T23:07:57.693931] [INFO ] [sig       ] [170/1341] Forecasting EOS...
[2025-11-20T23:07:57.693983] [INFO ] [sig       ] Generating forecast for: EOS
[2025-11-20T23:07:57.694026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-11-20T23:07:57.706469] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EOS'.
[2025-11-20T23:07:57.707117] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-11-20T23:07:57.708038] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-11-20T23:07:57.708114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:57.708162] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:57.708201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:57.708275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:57.776458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:57.777453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:57.777561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:57.777610] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:57.910570] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:57.910832] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:57.910891] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:57.910927] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:57.914586] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=86.95%)
[2025-11-20T23:07:57.914925] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-11-20T23:07:57.915101] [INFO ] [sig       ] EOS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:58.055996] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EOS.txt
[2025-11-20T23:07:58.056175] [INFO ] [sig       ] [170/1341] Completed EOS in 0.4s | 2.69 sym/s | Total: 1.1m | ETA: 7.3m
[2025-11-20T23:07:58.056233] [INFO ] [sig       ] [171/1341] Forecasting EOT...
[2025-11-20T23:07:58.056278] [INFO ] [sig       ] Generating forecast for: EOT
[2025-11-20T23:07:58.056346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOT' from 'https://tdm.silogroup.org/data/derivative_storage/EOT.csv'.
[2025-11-20T23:07:58.068202] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EOT'.
[2025-11-20T23:07:58.068560] [INFO ] [FORECASTER] Starting predict_future for EOT
[2025-11-20T23:07:58.069421] [DEBUG] [LOCAL     ] No optimal features file found for EOT: ./output/feature-sets/EOT.txt
[2025-11-20T23:07:58.069495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:58.069545] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:58.069585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:58.069681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:58.142735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:58.144329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:58.144457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:58.144510] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:58.276314] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:58.276552] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:58.276607] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:58.276659] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:58.280925] [DEBUG] [FORECASTER] EOT: Forecast T+1@11:T+2@11: DOWN (p=44.68%)
[2025-11-20T23:07:58.281286] [INFO ] [FORECASTER] Completed predict_future for EOT
[2025-11-20T23:07:58.281496] [INFO ] [sig       ] EOT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:58.426267] [INFO ] [LOCAL     ] Saved forecast: EOT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/EOT.txt
[2025-11-20T23:07:58.426509] [INFO ] [sig       ] [171/1341] Completed EOT in 0.4s | 2.69 sym/s | Total: 1.1m | ETA: 7.3m
[2025-11-20T23:07:58.426568] [INFO ] [sig       ] [172/1341] Forecasting EPAC...
[2025-11-20T23:07:58.426683] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-11-20T23:07:58.426732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-11-20T23:07:58.440095] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EPAC'.
[2025-11-20T23:07:58.440588] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-11-20T23:07:58.441531] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-11-20T23:07:58.441610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:58.441681] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:58.441725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:58.441803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:58.512984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:58.514153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:58.514276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:58.514327] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:58.651151] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:58.651442] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:58.651707] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:58.651816] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:58.655609] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: UP (p=68.58%)
[2025-11-20T23:07:58.655955] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-11-20T23:07:58.656195] [INFO ] [sig       ] EPAC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:58.800052] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EPAC.txt
[2025-11-20T23:07:58.800230] [INFO ] [sig       ] [172/1341] Completed EPAC in 0.4s | 2.69 sym/s | Total: 1.1m | ETA: 7.3m
[2025-11-20T23:07:58.800289] [INFO ] [sig       ] [173/1341] Forecasting EPC...
[2025-11-20T23:07:58.800334] [INFO ] [sig       ] Generating forecast for: EPC
[2025-11-20T23:07:58.800377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-11-20T23:07:58.812633] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EPC'.
[2025-11-20T23:07:58.813012] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-11-20T23:07:58.813834] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-11-20T23:07:58.813906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:58.813955] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:58.813997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:58.814068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:58.882025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:58.882714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:58.882813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:58.882862] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:59.005990] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:59.006205] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:59.006276] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:59.006311] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:59.009899] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=25.59%)
[2025-11-20T23:07:59.010207] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-11-20T23:07:59.010377] [INFO ] [sig       ] EPC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:59.151477] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/EPC.txt
[2025-11-20T23:07:59.151694] [INFO ] [sig       ] [173/1341] Completed EPC in 0.4s | 2.69 sym/s | Total: 1.1m | ETA: 7.2m
[2025-11-20T23:07:59.151782] [INFO ] [sig       ] [174/1341] Forecasting EPD...
[2025-11-20T23:07:59.151832] [INFO ] [sig       ] Generating forecast for: EPD
[2025-11-20T23:07:59.151880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-11-20T23:07:59.163982] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EPD'.
[2025-11-20T23:07:59.164379] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-11-20T23:07:59.165230] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-11-20T23:07:59.165303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:59.165351] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:59.165394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:59.165467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:59.233112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:59.234112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:59.234229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:59.234280] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:59.361132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:59.361369] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:59.361419] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:59.361462] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:59.365165] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=0.15%)
[2025-11-20T23:07:59.365480] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-11-20T23:07:59.365638] [INFO ] [sig       ] EPD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:07:59.508161] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/EPD.txt
[2025-11-20T23:07:59.508370] [INFO ] [sig       ] [174/1341] Completed EPD in 0.4s | 2.69 sym/s | Total: 1.1m | ETA: 7.2m
[2025-11-20T23:07:59.508430] [INFO ] [sig       ] [175/1341] Forecasting EPR...
[2025-11-20T23:07:59.508475] [INFO ] [sig       ] Generating forecast for: EPR
[2025-11-20T23:07:59.508556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPR' from 'https://tdm.silogroup.org/data/derivative_storage/EPR.csv'.
[2025-11-20T23:07:59.521103] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EPR'.
[2025-11-20T23:07:59.521666] [INFO ] [FORECASTER] Starting predict_future for EPR
[2025-11-20T23:07:59.522522] [DEBUG] [LOCAL     ] No optimal features file found for EPR: ./output/feature-sets/EPR.txt
[2025-11-20T23:07:59.522597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:59.522668] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:59.522712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:59.522785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:59.591408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:59.592423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:59.592557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:59.592609] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:07:59.717575] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:07:59.717827] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:07:59.717876] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:07:59.717913] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:07:59.721717] [DEBUG] [FORECASTER] EPR: Forecast T+1@11:T+2@11: UP (p=76.66%)
[2025-11-20T23:07:59.722147] [INFO ] [FORECASTER] Completed predict_future for EPR
[2025-11-20T23:07:59.722330] [INFO ] [sig       ] EPR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:07:59.867278] [INFO ] [LOCAL     ] Saved forecast: EPR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EPR.txt
[2025-11-20T23:07:59.867511] [INFO ] [sig       ] [175/1341] Completed EPR in 0.4s | 2.69 sym/s | Total: 1.1m | ETA: 7.2m
[2025-11-20T23:07:59.867577] [INFO ] [sig       ] [176/1341] Forecasting EQH...
[2025-11-20T23:07:59.867625] [INFO ] [sig       ] Generating forecast for: EQH
[2025-11-20T23:07:59.867696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-11-20T23:07:59.880128] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EQH'.
[2025-11-20T23:07:59.880533] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-11-20T23:07:59.881391] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-11-20T23:07:59.881466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:07:59.881516] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:07:59.881560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:07:59.881637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:07:59.950188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:07:59.950996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:07:59.951099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:07:59.951149] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:00.085208] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:00.085474] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:00.085526] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:00.085561] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:00.089779] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=71.80%)
[2025-11-20T23:08:00.090480] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-11-20T23:08:00.090700] [INFO ] [sig       ] EQH: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:00.234551] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EQH.txt
[2025-11-20T23:08:00.234748] [INFO ] [sig       ] [176/1341] Completed EQH in 0.4s | 2.69 sym/s | Total: 1.1m | ETA: 7.2m
[2025-11-20T23:08:00.234808] [INFO ] [sig       ] [177/1341] Forecasting EQNR...
[2025-11-20T23:08:00.234853] [INFO ] [sig       ] Generating forecast for: EQNR
[2025-11-20T23:08:00.234890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQNR' from 'https://tdm.silogroup.org/data/derivative_storage/EQNR.csv'.
[2025-11-20T23:08:00.250095] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EQNR'.
[2025-11-20T23:08:00.250773] [INFO ] [FORECASTER] Starting predict_future for EQNR
[2025-11-20T23:08:00.251992] [DEBUG] [LOCAL     ] No optimal features file found for EQNR: ./output/feature-sets/EQNR.txt
[2025-11-20T23:08:00.252080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:00.252148] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:00.252229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:00.252336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:00.321959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:00.323167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:00.323286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:00.323337] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:00.453024] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:00.453285] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:00.453362] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:00.453403] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:00.457693] [DEBUG] [FORECASTER] EQNR: Forecast T+1@11:T+2@11: UP (p=67.47%)
[2025-11-20T23:08:00.458058] [INFO ] [FORECASTER] Completed predict_future for EQNR
[2025-11-20T23:08:00.458241] [INFO ] [sig       ] EQNR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:00.604995] [INFO ] [LOCAL     ] Saved forecast: EQNR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EQNR.txt
[2025-11-20T23:08:00.605220] [INFO ] [sig       ] [177/1341] Completed EQNR in 0.4s | 2.69 sym/s | Total: 1.1m | ETA: 7.2m
[2025-11-20T23:08:00.605280] [INFO ] [sig       ] [178/1341] Forecasting EQR...
[2025-11-20T23:08:00.605362] [INFO ] [sig       ] Generating forecast for: EQR
[2025-11-20T23:08:00.605401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQR' from 'https://tdm.silogroup.org/data/derivative_storage/EQR.csv'.
[2025-11-20T23:08:00.619127] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EQR'.
[2025-11-20T23:08:00.619583] [INFO ] [FORECASTER] Starting predict_future for EQR
[2025-11-20T23:08:00.620528] [DEBUG] [LOCAL     ] No optimal features file found for EQR: ./output/feature-sets/EQR.txt
[2025-11-20T23:08:00.620603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:00.620668] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:00.620715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:00.620788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:00.690281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:00.691343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:00.691454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:00.691502] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:01.590573] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:01.590870] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:01.591143] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:01.591241] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:01.595530] [DEBUG] [FORECASTER] EQR: Forecast T+1@11:T+2@11: UP (p=93.00%)
[2025-11-20T23:08:01.595969] [INFO ] [FORECASTER] Completed predict_future for EQR
[2025-11-20T23:08:01.596216] [INFO ] [sig       ] EQR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:01.746219] [INFO ] [LOCAL     ] Saved forecast: EQR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EQR.txt
[2025-11-20T23:08:01.746492] [INFO ] [sig       ] [178/1341] Completed EQR in 1.1s | 2.66 sym/s | Total: 1.1m | ETA: 7.3m
[2025-11-20T23:08:01.746594] [INFO ] [sig       ] [179/1341] Forecasting EQT...
[2025-11-20T23:08:01.746676] [INFO ] [sig       ] Generating forecast for: EQT
[2025-11-20T23:08:01.746723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQT' from 'https://tdm.silogroup.org/data/derivative_storage/EQT.csv'.
[2025-11-20T23:08:01.763238] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EQT'.
[2025-11-20T23:08:01.763880] [INFO ] [FORECASTER] Starting predict_future for EQT
[2025-11-20T23:08:01.765106] [DEBUG] [LOCAL     ] No optimal features file found for EQT: ./output/feature-sets/EQT.txt
[2025-11-20T23:08:01.765184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:01.765234] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:01.765274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:01.765350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:01.844036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:01.845253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:01.845370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:01.845423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:02.030383] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:02.030635] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:02.030712] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:02.030773] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:02.034957] [DEBUG] [FORECASTER] EQT: Forecast T+1@11:T+2@11: DOWN (p=11.16%)
[2025-11-20T23:08:02.035476] [INFO ] [FORECASTER] Completed predict_future for EQT
[2025-11-20T23:08:02.035753] [INFO ] [sig       ] EQT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:02.182756] [INFO ] [LOCAL     ] Saved forecast: EQT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/EQT.txt
[2025-11-20T23:08:02.183011] [INFO ] [sig       ] [179/1341] Completed EQT in 0.4s | 2.65 sym/s | Total: 1.1m | ETA: 7.3m
[2025-11-20T23:08:02.183076] [INFO ] [sig       ] [180/1341] Forecasting ERO...
[2025-11-20T23:08:02.183122] [INFO ] [sig       ] Generating forecast for: ERO
[2025-11-20T23:08:02.183213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-11-20T23:08:02.197783] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ERO'.
[2025-11-20T23:08:02.198306] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-11-20T23:08:02.199306] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-11-20T23:08:02.199389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:02.199451] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:02.199496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:02.199600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:02.269379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:02.270407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:02.270521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:02.270575] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:02.399758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:02.399999] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:02.400053] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:02.400087] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:02.404265] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-11-20T23:08:02.404611] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-11-20T23:08:02.404859] [INFO ] [sig       ] ERO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:02.547937] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ERO.txt
[2025-11-20T23:08:02.548149] [INFO ] [sig       ] [180/1341] Completed ERO in 0.4s | 2.66 sym/s | Total: 1.1m | ETA: 7.3m
[2025-11-20T23:08:02.548207] [INFO ] [sig       ] [181/1341] Forecasting ES...
[2025-11-20T23:08:02.548328] [INFO ] [sig       ] Generating forecast for: ES
[2025-11-20T23:08:02.548391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-11-20T23:08:02.562280] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ES'.
[2025-11-20T23:08:02.562885] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-11-20T23:08:02.563848] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-11-20T23:08:02.563927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:02.563979] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:02.564022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:02.564096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:02.635620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:02.636985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:02.637106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:02.637157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:02.768833] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:02.769097] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:02.769285] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:02.769402] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:02.773420] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=27.26%)
[2025-11-20T23:08:02.773850] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-11-20T23:08:02.774043] [INFO ] [sig       ] ES: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:02.918453] [INFO ] [LOCAL     ] Saved forecast: ES	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ES.txt
[2025-11-20T23:08:02.918706] [INFO ] [sig       ] [181/1341] Completed ES in 0.4s | 2.66 sym/s | Total: 1.1m | ETA: 7.3m
[2025-11-20T23:08:02.918771] [INFO ] [sig       ] [182/1341] Forecasting ESE...
[2025-11-20T23:08:02.918817] [INFO ] [sig       ] Generating forecast for: ESE
[2025-11-20T23:08:02.918883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-11-20T23:08:02.931892] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ESE'.
[2025-11-20T23:08:02.932407] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-11-20T23:08:02.933368] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-11-20T23:08:02.933460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:02.933523] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:02.933584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:02.933694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:03.004016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:03.005051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:03.005160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:03.005210] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:03.132688] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:03.132908] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:03.132957] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:03.132994] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:03.136868] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=74.62%)
[2025-11-20T23:08:03.137203] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-11-20T23:08:03.137371] [INFO ] [sig       ] ESE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:03.288195] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ESE.txt
[2025-11-20T23:08:03.288619] [INFO ] [sig       ] [182/1341] Completed ESE in 0.4s | 2.66 sym/s | Total: 1.1m | ETA: 7.3m
[2025-11-20T23:08:03.288732] [INFO ] [sig       ] [183/1341] Forecasting ESI...
[2025-11-20T23:08:03.288795] [INFO ] [sig       ] Generating forecast for: ESI
[2025-11-20T23:08:03.288865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-11-20T23:08:03.303699] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ESI'.
[2025-11-20T23:08:03.304299] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-11-20T23:08:03.305386] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-11-20T23:08:03.305481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:03.305531] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:03.305572] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:03.305664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:03.377167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:03.378441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:03.378564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:03.378615] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:03.507715] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:03.507946] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:03.507993] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:03.508031] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:03.511605] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2025-11-20T23:08:03.512150] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-11-20T23:08:03.512394] [INFO ] [sig       ] ESI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:03.655507] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ESI.txt
[2025-11-20T23:08:03.655735] [INFO ] [sig       ] [183/1341] Completed ESI in 0.4s | 2.66 sym/s | Total: 1.1m | ETA: 7.3m
[2025-11-20T23:08:03.655829] [INFO ] [sig       ] [184/1341] Forecasting ESNT...
[2025-11-20T23:08:03.655886] [INFO ] [sig       ] Generating forecast for: ESNT
[2025-11-20T23:08:03.655924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESNT' from 'https://tdm.silogroup.org/data/derivative_storage/ESNT.csv'.
[2025-11-20T23:08:03.668220] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ESNT'.
[2025-11-20T23:08:03.668598] [INFO ] [FORECASTER] Starting predict_future for ESNT
[2025-11-20T23:08:03.669444] [DEBUG] [LOCAL     ] No optimal features file found for ESNT: ./output/feature-sets/ESNT.txt
[2025-11-20T23:08:03.669518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:03.669566] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:03.669607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:03.669701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:03.740563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:03.741534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:03.741680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:03.741736] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:03.869363] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:03.869612] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:03.869681] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:03.869726] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:03.873298] [DEBUG] [FORECASTER] ESNT: Forecast T+1@11:T+2@11: DOWN (p=49.28%)
[2025-11-20T23:08:03.873635] [INFO ] [FORECASTER] Completed predict_future for ESNT
[2025-11-20T23:08:03.873824] [INFO ] [sig       ] ESNT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:04.019695] [INFO ] [LOCAL     ] Saved forecast: ESNT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ESNT.txt
[2025-11-20T23:08:04.019919] [INFO ] [sig       ] [184/1341] Completed ESNT in 0.4s | 2.66 sym/s | Total: 1.2m | ETA: 7.3m
[2025-11-20T23:08:04.019977] [INFO ] [sig       ] [185/1341] Forecasting ESRT...
[2025-11-20T23:08:04.020021] [INFO ] [sig       ] Generating forecast for: ESRT
[2025-11-20T23:08:04.020091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESRT' from 'https://tdm.silogroup.org/data/derivative_storage/ESRT.csv'.
[2025-11-20T23:08:04.034527] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ESRT'.
[2025-11-20T23:08:04.035218] [INFO ] [FORECASTER] Starting predict_future for ESRT
[2025-11-20T23:08:04.036258] [DEBUG] [LOCAL     ] No optimal features file found for ESRT: ./output/feature-sets/ESRT.txt
[2025-11-20T23:08:04.036336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:04.036384] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:04.036424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:04.036498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:04.109124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:04.110411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:04.110538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:04.110590] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:04.252338] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:04.252625] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:04.252712] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:04.252782] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:04.257003] [DEBUG] [FORECASTER] ESRT: Forecast T+1@11:T+2@11: UP (p=94.40%)
[2025-11-20T23:08:04.257350] [INFO ] [FORECASTER] Completed predict_future for ESRT
[2025-11-20T23:08:04.257533] [INFO ] [sig       ] ESRT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:04.408101] [INFO ] [LOCAL     ] Saved forecast: ESRT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ESRT.txt
[2025-11-20T23:08:04.408375] [INFO ] [sig       ] [185/1341] Completed ESRT in 0.4s | 2.66 sym/s | Total: 1.2m | ETA: 7.3m
[2025-11-20T23:08:04.408480] [INFO ] [sig       ] [186/1341] Forecasting ESS...
[2025-11-20T23:08:04.408521] [INFO ] [sig       ] Generating forecast for: ESS
[2025-11-20T23:08:04.408601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESS' from 'https://tdm.silogroup.org/data/derivative_storage/ESS.csv'.
[2025-11-20T23:08:04.423146] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ESS'.
[2025-11-20T23:08:04.423883] [INFO ] [FORECASTER] Starting predict_future for ESS
[2025-11-20T23:08:04.425078] [DEBUG] [LOCAL     ] No optimal features file found for ESS: ./output/feature-sets/ESS.txt
[2025-11-20T23:08:04.425164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:04.425237] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:04.425292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:04.425377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:04.497756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:04.498991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:04.499121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:04.499175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:04.623684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:04.623964] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:04.624030] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:04.624066] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:04.628232] [DEBUG] [FORECASTER] ESS: Forecast T+1@11:T+2@11: DOWN (p=28.17%)
[2025-11-20T23:08:04.628600] [INFO ] [FORECASTER] Completed predict_future for ESS
[2025-11-20T23:08:04.628806] [INFO ] [sig       ] ESS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:04.774113] [INFO ] [LOCAL     ] Saved forecast: ESS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ESS.txt
[2025-11-20T23:08:04.774354] [INFO ] [sig       ] [186/1341] Completed ESS in 0.4s | 2.66 sym/s | Total: 1.2m | ETA: 7.2m
[2025-11-20T23:08:04.774448] [INFO ] [sig       ] [187/1341] Forecasting ETD...
[2025-11-20T23:08:04.774493] [INFO ] [sig       ] Generating forecast for: ETD
[2025-11-20T23:08:04.774537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-11-20T23:08:04.788041] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ETD'.
[2025-11-20T23:08:04.788481] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-11-20T23:08:04.789444] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-11-20T23:08:04.789516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:04.789577] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:04.789627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:04.789735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:04.859193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:04.860176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:04.860292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:04.860357] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:05.004958] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:05.005182] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:05.005235] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:05.005269] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:05.009222] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=31.29%)
[2025-11-20T23:08:05.009590] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-11-20T23:08:05.009801] [INFO ] [sig       ] ETD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:05.154270] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ETD.txt
[2025-11-20T23:08:05.154557] [INFO ] [sig       ] [187/1341] Completed ETD in 0.4s | 2.66 sym/s | Total: 1.2m | ETA: 7.2m
[2025-11-20T23:08:05.154620] [INFO ] [sig       ] [188/1341] Forecasting ETJ...
[2025-11-20T23:08:05.154717] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-11-20T23:08:05.154762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-11-20T23:08:05.168182] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ETJ'.
[2025-11-20T23:08:05.168722] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-11-20T23:08:05.169683] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-11-20T23:08:05.169756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:05.169804] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:05.169845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:05.169922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:05.240972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:05.242131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:05.242244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:05.242292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:05.378169] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:05.378457] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:05.378512] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:05.378548] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:05.382618] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=59.92%)
[2025-11-20T23:08:05.383055] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-11-20T23:08:05.383234] [INFO ] [sig       ] ETJ: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:05.528630] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ETJ.txt
[2025-11-20T23:08:05.528922] [INFO ] [sig       ] [188/1341] Completed ETJ in 0.4s | 2.66 sym/s | Total: 1.2m | ETA: 7.2m
[2025-11-20T23:08:05.528979] [INFO ] [sig       ] [189/1341] Forecasting ETN...
[2025-11-20T23:08:05.529023] [INFO ] [sig       ] Generating forecast for: ETN
[2025-11-20T23:08:05.529068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-11-20T23:08:05.543002] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ETN'.
[2025-11-20T23:08:05.543511] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-11-20T23:08:05.544479] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-11-20T23:08:05.544553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:05.544602] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:05.544664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:05.544741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:05.615690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:05.616904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:05.617023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:05.617073] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:05.748008] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:05.748252] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:05.748306] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:05.748340] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:05.752397] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: UP (p=98.67%)
[2025-11-20T23:08:05.752805] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-11-20T23:08:05.753002] [INFO ] [sig       ] ETN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:05.918896] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ETN.txt
[2025-11-20T23:08:05.919169] [INFO ] [sig       ] [189/1341] Completed ETN in 0.4s | 2.66 sym/s | Total: 1.2m | ETA: 7.2m
[2025-11-20T23:08:05.919262] [INFO ] [sig       ] [190/1341] Forecasting ETO...
[2025-11-20T23:08:05.919311] [INFO ] [sig       ] Generating forecast for: ETO
[2025-11-20T23:08:05.919360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-11-20T23:08:05.932595] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ETO'.
[2025-11-20T23:08:05.933009] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-11-20T23:08:05.934033] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-11-20T23:08:05.934110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:05.934174] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:05.934233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:05.934326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:06.005763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:06.006874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:06.006988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:06.007054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:06.134766] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:06.135050] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:06.135272] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:06.135369] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:06.139490] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=53.77%)
[2025-11-20T23:08:06.139866] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-11-20T23:08:06.140117] [INFO ] [sig       ] ETO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:06.285826] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ETO.txt
[2025-11-20T23:08:06.286244] [INFO ] [sig       ] [190/1341] Completed ETO in 0.4s | 2.66 sym/s | Total: 1.2m | ETA: 7.2m
[2025-11-20T23:08:06.286358] [INFO ] [sig       ] [191/1341] Forecasting ETSY...
[2025-11-20T23:08:06.286465] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-11-20T23:08:06.286563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-11-20T23:08:06.300022] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ETSY'.
[2025-11-20T23:08:06.300477] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-11-20T23:08:06.301399] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-11-20T23:08:06.301473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:06.301523] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:06.301564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:06.301637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:06.369036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:06.369989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:06.370102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:06.370153] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:06.503884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:06.504144] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:06.504205] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:06.504244] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:06.508356] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: UP (p=96.19%)
[2025-11-20T23:08:06.508752] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-11-20T23:08:06.508937] [INFO ] [sig       ] ETSY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:06.651838] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ETSY.txt
[2025-11-20T23:08:06.652096] [INFO ] [sig       ] [191/1341] Completed ETSY in 0.4s | 2.66 sym/s | Total: 1.2m | ETA: 7.2m
[2025-11-20T23:08:06.652155] [INFO ] [sig       ] [192/1341] Forecasting ETV...
[2025-11-20T23:08:06.652212] [INFO ] [sig       ] Generating forecast for: ETV
[2025-11-20T23:08:06.652261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETV' from 'https://tdm.silogroup.org/data/derivative_storage/ETV.csv'.
[2025-11-20T23:08:06.667892] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ETV'.
[2025-11-20T23:08:06.668491] [INFO ] [FORECASTER] Starting predict_future for ETV
[2025-11-20T23:08:06.669470] [DEBUG] [LOCAL     ] No optimal features file found for ETV: ./output/feature-sets/ETV.txt
[2025-11-20T23:08:06.669546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:06.669596] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:06.669640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:06.669740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:06.741237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:06.742500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:06.742616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:06.742687] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:06.874775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:06.875017] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:06.875071] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:06.875105] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:06.879145] [DEBUG] [FORECASTER] ETV: Forecast T+1@11:T+2@11: UP (p=64.93%)
[2025-11-20T23:08:06.879660] [INFO ] [FORECASTER] Completed predict_future for ETV
[2025-11-20T23:08:06.879898] [INFO ] [sig       ] ETV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:07.024857] [INFO ] [LOCAL     ] Saved forecast: ETV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ETV.txt
[2025-11-20T23:08:07.025134] [INFO ] [sig       ] [192/1341] Completed ETV in 0.4s | 2.66 sym/s | Total: 1.2m | ETA: 7.2m
[2025-11-20T23:08:07.025281] [INFO ] [sig       ] [193/1341] Forecasting ETX...
[2025-11-20T23:08:07.025367] [INFO ] [sig       ] Generating forecast for: ETX
[2025-11-20T23:08:07.025426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETX' from 'https://tdm.silogroup.org/data/derivative_storage/ETX.csv'.
[2025-11-20T23:08:07.038005] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ETX'.
[2025-11-20T23:08:07.038390] [INFO ] [FORECASTER] Starting predict_future for ETX
[2025-11-20T23:08:07.039429] [DEBUG] [LOCAL     ] No optimal features file found for ETX: ./output/feature-sets/ETX.txt
[2025-11-20T23:08:07.039504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:07.039566] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:07.039607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:07.039703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:07.111215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:07.112417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:07.112537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:07.112585] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:07.223356] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:07.223677] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:07.223763] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:07.223811] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:07.227975] [DEBUG] [FORECASTER] ETX: Forecast T+1@11:T+2@11: UP (p=93.42%)
[2025-11-20T23:08:07.228347] [INFO ] [FORECASTER] Completed predict_future for ETX
[2025-11-20T23:08:07.228535] [INFO ] [sig       ] ETX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:07.372680] [INFO ] [LOCAL     ] Saved forecast: ETX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ETX.txt
[2025-11-20T23:08:07.372937] [INFO ] [sig       ] [193/1341] Completed ETX in 0.3s | 2.66 sym/s | Total: 1.2m | ETA: 7.2m
[2025-11-20T23:08:07.373024] [INFO ] [sig       ] [194/1341] Forecasting EVC...
[2025-11-20T23:08:07.373086] [INFO ] [sig       ] Generating forecast for: EVC
[2025-11-20T23:08:07.373132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-11-20T23:08:07.386546] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EVC'.
[2025-11-20T23:08:07.387136] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-11-20T23:08:07.388205] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-11-20T23:08:07.388287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:07.388347] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:07.388402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:07.388481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:07.462707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:07.463955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:07.464072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:07.464120] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:07.584613] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:07.584915] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:07.584982] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:07.585027] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:07.589180] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=14.80%)
[2025-11-20T23:08:07.589631] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-11-20T23:08:07.589885] [INFO ] [sig       ] EVC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:07.743410] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/EVC.txt
[2025-11-20T23:08:07.743920] [INFO ] [sig       ] [194/1341] Completed EVC in 0.4s | 2.66 sym/s | Total: 1.2m | ETA: 7.2m
[2025-11-20T23:08:07.743993] [INFO ] [sig       ] [195/1341] Forecasting EVEX...
[2025-11-20T23:08:07.744042] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-11-20T23:08:07.744086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-11-20T23:08:07.757559] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EVEX'.
[2025-11-20T23:08:07.758136] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-11-20T23:08:07.759135] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-11-20T23:08:07.759210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:07.759262] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:07.759298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:07.759373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:07.846017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:07.847327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:07.847465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:07.847544] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:07.984357] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:07.984609] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:07.984684] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:07.984753] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:07.989094] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=91.17%)
[2025-11-20T23:08:07.989494] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-11-20T23:08:07.989722] [INFO ] [sig       ] EVEX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:08.137065] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EVEX.txt
[2025-11-20T23:08:08.137330] [INFO ] [sig       ] [195/1341] Completed EVEX in 0.4s | 2.66 sym/s | Total: 1.2m | ETA: 7.2m
[2025-11-20T23:08:08.137397] [INFO ] [sig       ] [196/1341] Forecasting EVF...
[2025-11-20T23:08:08.137473] [INFO ] [sig       ] Generating forecast for: EVF
[2025-11-20T23:08:08.137513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-11-20T23:08:08.151058] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EVF'.
[2025-11-20T23:08:08.151519] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-11-20T23:08:08.152549] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-11-20T23:08:08.152627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:08.152730] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:08.152786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:08.152861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:08.224954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:08.225990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:08.226104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:08.226168] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:08.339298] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:08.339541] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:08.339595] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:08.339630] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:08.343626] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=87.78%)
[2025-11-20T23:08:08.343986] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-11-20T23:08:08.344161] [INFO ] [sig       ] EVF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:08.491106] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EVF.txt
[2025-11-20T23:08:08.491358] [INFO ] [sig       ] [196/1341] Completed EVF in 0.4s | 2.66 sym/s | Total: 1.2m | ETA: 7.2m
[2025-11-20T23:08:08.491472] [INFO ] [sig       ] [197/1341] Forecasting EVG...
[2025-11-20T23:08:08.491520] [INFO ] [sig       ] Generating forecast for: EVG
[2025-11-20T23:08:08.491680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-11-20T23:08:08.504408] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EVG'.
[2025-11-20T23:08:08.504864] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-11-20T23:08:08.505803] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-11-20T23:08:08.505877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:08.505925] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:08.505966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:08.506040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:08.577409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:08.578513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:08.578666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:08.578718] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:08.696303] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:08.696583] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:08.696656] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:08.696718] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:08.701021] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=79.16%)
[2025-11-20T23:08:08.701410] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-11-20T23:08:08.701575] [INFO ] [sig       ] EVG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:08.848630] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EVG.txt
[2025-11-20T23:08:08.848946] [INFO ] [sig       ] [197/1341] Completed EVG in 0.4s | 2.66 sym/s | Total: 1.2m | ETA: 7.2m
[2025-11-20T23:08:08.849018] [INFO ] [sig       ] [198/1341] Forecasting EVH...
[2025-11-20T23:08:08.849063] [INFO ] [sig       ] Generating forecast for: EVH
[2025-11-20T23:08:08.849109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-11-20T23:08:08.862902] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EVH'.
[2025-11-20T23:08:08.863464] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-11-20T23:08:08.864408] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-11-20T23:08:08.864482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:08.864541] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:08.864585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:08.864690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:08.934520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:08.935786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:08.935902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:08.935971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:09.075782] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:09.076092] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:09.076340] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:09.076463] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:09.080979] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=37.11%)
[2025-11-20T23:08:09.081419] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-11-20T23:08:09.081748] [INFO ] [sig       ] EVH: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:09.235453] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/EVH.txt
[2025-11-20T23:08:09.235728] [INFO ] [sig       ] [198/1341] Completed EVH in 0.4s | 2.66 sym/s | Total: 1.2m | ETA: 7.2m
[2025-11-20T23:08:09.235799] [INFO ] [sig       ] [199/1341] Forecasting EVR...
[2025-11-20T23:08:09.235846] [INFO ] [sig       ] Generating forecast for: EVR
[2025-11-20T23:08:09.235892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVR' from 'https://tdm.silogroup.org/data/derivative_storage/EVR.csv'.
[2025-11-20T23:08:09.249855] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EVR'.
[2025-11-20T23:08:09.250346] [INFO ] [FORECASTER] Starting predict_future for EVR
[2025-11-20T23:08:09.251332] [DEBUG] [LOCAL     ] No optimal features file found for EVR: ./output/feature-sets/EVR.txt
[2025-11-20T23:08:09.251407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:09.251456] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:09.251492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:09.251568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:09.323494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:09.324708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:09.324827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:09.324880] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:09.472525] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:09.472814] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:09.473038] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:09.473135] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:09.477109] [DEBUG] [FORECASTER] EVR: Forecast T+1@11:T+2@11: DOWN (p=35.03%)
[2025-11-20T23:08:09.477456] [INFO ] [FORECASTER] Completed predict_future for EVR
[2025-11-20T23:08:09.477726] [INFO ] [sig       ] EVR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:09.623979] [INFO ] [LOCAL     ] Saved forecast: EVR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/EVR.txt
[2025-11-20T23:08:09.624235] [INFO ] [sig       ] [199/1341] Completed EVR in 0.4s | 2.66 sym/s | Total: 1.2m | ETA: 7.2m
[2025-11-20T23:08:09.624325] [INFO ] [sig       ] [200/1341] Forecasting EVT...
[2025-11-20T23:08:09.624377] [INFO ] [sig       ] Generating forecast for: EVT
[2025-11-20T23:08:09.624420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVT' from 'https://tdm.silogroup.org/data/derivative_storage/EVT.csv'.
[2025-11-20T23:08:09.638926] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EVT'.
[2025-11-20T23:08:09.639493] [INFO ] [FORECASTER] Starting predict_future for EVT
[2025-11-20T23:08:09.640607] [DEBUG] [LOCAL     ] No optimal features file found for EVT: ./output/feature-sets/EVT.txt
[2025-11-20T23:08:09.640703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:09.640756] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:09.640797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:09.640872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:09.713077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:09.714252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:09.714371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:09.714422] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:09.841516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:09.841777] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:09.841863] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:09.841910] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:09.845976] [DEBUG] [FORECASTER] EVT: Forecast T+1@11:T+2@11: UP (p=73.64%)
[2025-11-20T23:08:09.846380] [INFO ] [FORECASTER] Completed predict_future for EVT
[2025-11-20T23:08:09.846571] [INFO ] [sig       ] EVT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:09.990466] [INFO ] [LOCAL     ] Saved forecast: EVT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EVT.txt
[2025-11-20T23:08:09.990684] [INFO ] [sig       ] [200/1341] Completed EVT in 0.4s | 2.66 sym/s | Total: 1.3m | ETA: 7.2m
[2025-11-20T23:08:09.990773] [INFO ] [sig       ] [201/1341] Forecasting EVTC...
[2025-11-20T23:08:09.990823] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-11-20T23:08:09.990862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-11-20T23:08:10.005146] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EVTC'.
[2025-11-20T23:08:10.005784] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-11-20T23:08:10.006808] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-11-20T23:08:10.006911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:10.006967] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:10.007009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:10.007099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:10.077946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:10.078943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:10.079054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:10.079102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:10.208023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:10.208267] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:10.208319] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:10.208354] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:10.212434] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=98.13%)
[2025-11-20T23:08:10.212832] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-11-20T23:08:10.213068] [INFO ] [sig       ] EVTC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:10.356875] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EVTC.txt
[2025-11-20T23:08:10.357075] [INFO ] [sig       ] [201/1341] Completed EVTC in 0.4s | 2.66 sym/s | Total: 1.3m | ETA: 7.1m
[2025-11-20T23:08:10.357131] [INFO ] [sig       ] [202/1341] Forecasting EXK...
[2025-11-20T23:08:10.357242] [INFO ] [sig       ] Generating forecast for: EXK
[2025-11-20T23:08:10.357292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-11-20T23:08:10.370584] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EXK'.
[2025-11-20T23:08:10.371090] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-11-20T23:08:10.372025] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-11-20T23:08:10.372098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:10.372148] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:10.372190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:10.372261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:10.441068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:10.442114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:10.442229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:10.442278] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:10.572582] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:10.572831] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:10.572886] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:10.572919] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:10.576952] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=81.42%)
[2025-11-20T23:08:10.577294] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-11-20T23:08:10.577464] [INFO ] [sig       ] EXK: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:10.719875] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EXK.txt
[2025-11-20T23:08:10.720105] [INFO ] [sig       ] [202/1341] Completed EXK in 0.4s | 2.66 sym/s | Total: 1.3m | ETA: 7.1m
[2025-11-20T23:08:10.720189] [INFO ] [sig       ] [203/1341] Forecasting EXP...
[2025-11-20T23:08:10.720239] [INFO ] [sig       ] Generating forecast for: EXP
[2025-11-20T23:08:10.720284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-11-20T23:08:10.733552] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EXP'.
[2025-11-20T23:08:10.734033] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-11-20T23:08:10.734990] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-11-20T23:08:10.735077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:10.735126] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:10.735167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:10.735239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:10.805828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:10.806954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:10.807070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:10.807120] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:10.932832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:10.933074] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:10.933128] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:10.933163] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:10.937320] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=98.41%)
[2025-11-20T23:08:10.937896] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-11-20T23:08:10.938169] [INFO ] [sig       ] EXP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:11.104977] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/EXP.txt
[2025-11-20T23:08:11.105210] [INFO ] [sig       ] [203/1341] Completed EXP in 0.4s | 2.66 sym/s | Total: 1.3m | ETA: 7.1m
[2025-11-20T23:08:11.105273] [INFO ] [sig       ] [204/1341] Forecasting EXPD...
[2025-11-20T23:08:11.105351] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-11-20T23:08:11.105404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-11-20T23:08:11.119525] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EXPD'.
[2025-11-20T23:08:11.120006] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-11-20T23:08:11.120923] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-11-20T23:08:11.120998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:11.121053] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:11.121096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:11.121178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:11.192771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:11.193995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:11.194127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:11.194178] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:11.321039] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:11.321285] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:11.321338] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:11.321378] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:11.325290] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=17.39%)
[2025-11-20T23:08:11.325630] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-11-20T23:08:11.325828] [INFO ] [sig       ] EXPD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:11.473303] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/EXPD.txt
[2025-11-20T23:08:11.473561] [INFO ] [sig       ] [204/1341] Completed EXPD in 0.4s | 2.66 sym/s | Total: 1.3m | ETA: 7.1m
[2025-11-20T23:08:11.473621] [INFO ] [sig       ] [205/1341] Forecasting EXR...
[2025-11-20T23:08:11.473718] [INFO ] [sig       ] Generating forecast for: EXR
[2025-11-20T23:08:11.473762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXR' from 'https://tdm.silogroup.org/data/derivative_storage/EXR.csv'.
[2025-11-20T23:08:11.487537] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'EXR'.
[2025-11-20T23:08:11.488149] [INFO ] [FORECASTER] Starting predict_future for EXR
[2025-11-20T23:08:11.489169] [DEBUG] [LOCAL     ] No optimal features file found for EXR: ./output/feature-sets/EXR.txt
[2025-11-20T23:08:11.489244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:11.489293] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:11.489334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:11.489411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:11.562325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:11.563555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:11.563692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:11.563744] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:11.700355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:11.700661] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:11.700910] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:11.701021] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:11.705835] [DEBUG] [FORECASTER] EXR: Forecast T+1@11:T+2@11: DOWN (p=9.29%)
[2025-11-20T23:08:11.706278] [INFO ] [FORECASTER] Completed predict_future for EXR
[2025-11-20T23:08:11.706595] [INFO ] [sig       ] EXR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:11.864911] [INFO ] [LOCAL     ] Saved forecast: EXR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/EXR.txt
[2025-11-20T23:08:11.865210] [INFO ] [sig       ] [205/1341] Completed EXR in 0.4s | 2.66 sym/s | Total: 1.3m | ETA: 7.1m
[2025-11-20T23:08:11.865286] [INFO ] [sig       ] [206/1341] Forecasting F...
[2025-11-20T23:08:11.865346] [INFO ] [sig       ] Generating forecast for: F
[2025-11-20T23:08:11.865456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-11-20T23:08:11.879596] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'F'.
[2025-11-20T23:08:11.880174] [INFO ] [FORECASTER] Starting predict_future for F
[2025-11-20T23:08:11.881179] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-11-20T23:08:11.881271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:11.881327] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:11.881387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:11.881466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:11.951527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:11.952731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:11.952844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:11.952892] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:12.082999] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:12.083254] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:12.083312] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:12.083347] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:12.087801] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=54.64%)
[2025-11-20T23:08:12.088178] [INFO ] [FORECASTER] Completed predict_future for F
[2025-11-20T23:08:12.088354] [INFO ] [sig       ] F: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:12.239818] [INFO ] [LOCAL     ] Saved forecast: F	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/F.txt
[2025-11-20T23:08:12.240053] [INFO ] [sig       ] [206/1341] Completed F in 0.4s | 2.66 sym/s | Total: 1.3m | ETA: 7.1m
[2025-11-20T23:08:12.240120] [INFO ] [sig       ] [207/1341] Forecasting FAF...
[2025-11-20T23:08:12.240192] [INFO ] [sig       ] Generating forecast for: FAF
[2025-11-20T23:08:12.240246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-11-20T23:08:12.253982] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FAF'.
[2025-11-20T23:08:12.254490] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-11-20T23:08:12.255492] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-11-20T23:08:12.255569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:12.255619] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:12.255695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:12.255773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:12.327970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:12.329214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:12.329331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:12.329381] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:12.455083] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:12.455323] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:12.455377] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:12.455411] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:12.459430] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=15.05%)
[2025-11-20T23:08:12.459797] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-11-20T23:08:12.459964] [INFO ] [sig       ] FAF: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:12.609473] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/FAF.txt
[2025-11-20T23:08:12.609780] [INFO ] [sig       ] [207/1341] Completed FAF in 0.4s | 2.66 sym/s | Total: 1.3m | ETA: 7.1m
[2025-11-20T23:08:12.609843] [INFO ] [sig       ] [208/1341] Forecasting FBIN...
[2025-11-20T23:08:12.609891] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-11-20T23:08:12.609938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-11-20T23:08:12.623839] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FBIN'.
[2025-11-20T23:08:12.624385] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-11-20T23:08:12.625370] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-11-20T23:08:12.625445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:12.625495] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:12.625538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:12.625613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:12.697223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:12.698395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:12.698513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:12.698564] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:12.832921] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:12.833158] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:12.833209] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:12.833245] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:12.837200] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: UP (p=87.56%)
[2025-11-20T23:08:12.837615] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-11-20T23:08:12.837859] [INFO ] [sig       ] FBIN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:12.987289] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FBIN.txt
[2025-11-20T23:08:12.987472] [INFO ] [sig       ] [208/1341] Completed FBIN in 0.4s | 2.66 sym/s | Total: 1.3m | ETA: 7.1m
[2025-11-20T23:08:12.987530] [INFO ] [sig       ] [209/1341] Forecasting FBK...
[2025-11-20T23:08:12.987611] [INFO ] [sig       ] Generating forecast for: FBK
[2025-11-20T23:08:12.987712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-11-20T23:08:13.000499] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FBK'.
[2025-11-20T23:08:13.000975] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-11-20T23:08:13.001884] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-11-20T23:08:13.001959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:13.002009] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:13.002053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:13.002127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:13.074101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:13.074936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:13.075041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:13.075098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:13.206033] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:13.206269] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:13.206484] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:13.206593] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:13.210431] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=66.76%)
[2025-11-20T23:08:13.210780] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-11-20T23:08:13.211033] [INFO ] [sig       ] FBK: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:13.356425] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FBK.txt
[2025-11-20T23:08:13.356668] [INFO ] [sig       ] [209/1341] Completed FBK in 0.4s | 2.66 sym/s | Total: 1.3m | ETA: 7.1m
[2025-11-20T23:08:13.356756] [INFO ] [sig       ] [210/1341] Forecasting FCT...
[2025-11-20T23:08:13.356808] [INFO ] [sig       ] Generating forecast for: FCT
[2025-11-20T23:08:13.356861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCT' from 'https://tdm.silogroup.org/data/derivative_storage/FCT.csv'.
[2025-11-20T23:08:13.369075] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FCT'.
[2025-11-20T23:08:13.369495] [INFO ] [FORECASTER] Starting predict_future for FCT
[2025-11-20T23:08:13.370334] [DEBUG] [LOCAL     ] No optimal features file found for FCT: ./output/feature-sets/FCT.txt
[2025-11-20T23:08:13.370408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:13.370450] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:13.370492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:13.370560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:13.438972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:13.439976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:13.440088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:13.440138] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:13.564448] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:13.564675] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:13.564732] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:13.564792] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:13.568446] [DEBUG] [FORECASTER] FCT: Forecast T+1@11:T+2@11: DOWN (p=39.99%)
[2025-11-20T23:08:13.568805] [INFO ] [FORECASTER] Completed predict_future for FCT
[2025-11-20T23:08:13.568973] [INFO ] [sig       ] FCT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:13.712490] [INFO ] [LOCAL     ] Saved forecast: FCT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/FCT.txt
[2025-11-20T23:08:13.712683] [INFO ] [sig       ] [210/1341] Completed FCT in 0.4s | 2.66 sym/s | Total: 1.3m | ETA: 7.1m
[2025-11-20T23:08:13.712773] [INFO ] [sig       ] [211/1341] Forecasting FCX...
[2025-11-20T23:08:13.712819] [INFO ] [sig       ] Generating forecast for: FCX
[2025-11-20T23:08:13.712890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-11-20T23:08:13.727639] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FCX'.
[2025-11-20T23:08:13.728331] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-11-20T23:08:13.729383] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-11-20T23:08:13.729459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:13.729526] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:13.729577] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:13.729684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:13.803230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:13.804501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:13.804633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:13.804708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:13.948162] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:13.948636] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:13.948716] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:13.948759] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:13.953969] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: DOWN (p=35.14%)
[2025-11-20T23:08:13.954573] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-11-20T23:08:13.954937] [INFO ] [sig       ] FCX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:14.109867] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/FCX.txt
[2025-11-20T23:08:14.110172] [INFO ] [sig       ] [211/1341] Completed FCX in 0.4s | 2.66 sym/s | Total: 1.3m | ETA: 7.1m
[2025-11-20T23:08:14.110240] [INFO ] [sig       ] [212/1341] Forecasting FDS...
[2025-11-20T23:08:14.110440] [INFO ] [sig       ] Generating forecast for: FDS
[2025-11-20T23:08:14.110502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-11-20T23:08:14.127078] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FDS'.
[2025-11-20T23:08:14.127743] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-11-20T23:08:14.128807] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-11-20T23:08:14.128882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:14.128934] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:14.128979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:14.129056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:14.210107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:14.211310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:14.211448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:14.211502] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:14.353716] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:14.353976] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:14.354036] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:14.354074] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:14.358427] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: UP (p=97.39%)
[2025-11-20T23:08:14.358846] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-11-20T23:08:14.359041] [INFO ] [sig       ] FDS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:14.511700] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FDS.txt
[2025-11-20T23:08:14.511960] [INFO ] [sig       ] [212/1341] Completed FDS in 0.4s | 2.66 sym/s | Total: 1.3m | ETA: 7.1m
[2025-11-20T23:08:14.512052] [INFO ] [sig       ] [213/1341] Forecasting FDX...
[2025-11-20T23:08:14.512103] [INFO ] [sig       ] Generating forecast for: FDX
[2025-11-20T23:08:14.512153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-11-20T23:08:14.525984] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FDX'.
[2025-11-20T23:08:14.526530] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-11-20T23:08:14.527571] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-11-20T23:08:14.527672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:14.527739] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:14.527794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:14.527874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:14.600541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:14.601756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:14.601929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:14.601988] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:14.736494] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:14.736768] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:14.736879] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:14.736942] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:14.741198] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=11.82%)
[2025-11-20T23:08:14.741570] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-11-20T23:08:14.741843] [INFO ] [sig       ] FDX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:14.891587] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/FDX.txt
[2025-11-20T23:08:14.891871] [INFO ] [sig       ] [213/1341] Completed FDX in 0.4s | 2.66 sym/s | Total: 1.3m | ETA: 7.1m
[2025-11-20T23:08:14.891932] [INFO ] [sig       ] [214/1341] Forecasting FE...
[2025-11-20T23:08:14.892009] [INFO ] [sig       ] Generating forecast for: FE
[2025-11-20T23:08:14.892062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-11-20T23:08:14.906508] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FE'.
[2025-11-20T23:08:14.907131] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-11-20T23:08:14.908094] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-11-20T23:08:14.908168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:14.908216] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:14.908274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:14.908352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:14.977941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:14.979163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:14.979297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:14.979354] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:15.109080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:15.109320] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:15.109373] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:15.109407] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:15.113456] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=91.75%)
[2025-11-20T23:08:15.113810] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-11-20T23:08:15.113978] [INFO ] [sig       ] FE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:15.266581] [INFO ] [LOCAL     ] Saved forecast: FE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FE.txt
[2025-11-20T23:08:15.266880] [INFO ] [sig       ] [214/1341] Completed FE in 0.4s | 2.66 sym/s | Total: 1.3m | ETA: 7.1m
[2025-11-20T23:08:15.266974] [INFO ] [sig       ] [215/1341] Forecasting FERG...
[2025-11-20T23:08:15.267028] [INFO ] [sig       ] Generating forecast for: FERG
[2025-11-20T23:08:15.267075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-11-20T23:08:15.281013] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FERG'.
[2025-11-20T23:08:15.281548] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-11-20T23:08:15.282522] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-11-20T23:08:15.282601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:15.282683] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:15.282741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:15.282824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:15.356314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:15.357630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:15.357806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:15.357897] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:15.490178] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:15.490459] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:15.490518] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:15.490554] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:15.494665] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=92.50%)
[2025-11-20T23:08:15.495198] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-11-20T23:08:15.495482] [INFO ] [sig       ] FERG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:15.644229] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FERG.txt
[2025-11-20T23:08:15.644473] [INFO ] [sig       ] [215/1341] Completed FERG in 0.4s | 2.66 sym/s | Total: 1.3m | ETA: 7.1m
[2025-11-20T23:08:15.644562] [INFO ] [sig       ] [216/1341] Forecasting FET...
[2025-11-20T23:08:15.644616] [INFO ] [sig       ] Generating forecast for: FET
[2025-11-20T23:08:15.644686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FET' from 'https://tdm.silogroup.org/data/derivative_storage/FET.csv'.
[2025-11-20T23:08:15.657567] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FET'.
[2025-11-20T23:08:15.658089] [INFO ] [FORECASTER] Starting predict_future for FET
[2025-11-20T23:08:15.659075] [DEBUG] [LOCAL     ] No optimal features file found for FET: ./output/feature-sets/FET.txt
[2025-11-20T23:08:15.659149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:15.659202] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:15.659235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:15.659312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:15.728306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:15.729337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:15.729453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:15.729503] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:15.852097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:15.852350] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:15.852431] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:15.852474] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:15.856662] [DEBUG] [FORECASTER] FET: Forecast T+1@11:T+2@11: DOWN (p=8.55%)
[2025-11-20T23:08:15.857082] [INFO ] [FORECASTER] Completed predict_future for FET
[2025-11-20T23:08:15.857322] [INFO ] [sig       ] FET: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:16.003778] [INFO ] [LOCAL     ] Saved forecast: FET	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/FET.txt
[2025-11-20T23:08:16.004072] [INFO ] [sig       ] [216/1341] Completed FET in 0.4s | 2.66 sym/s | Total: 1.4m | ETA: 7.1m
[2025-11-20T23:08:16.004137] [INFO ] [sig       ] [217/1341] Forecasting FFA...
[2025-11-20T23:08:16.004183] [INFO ] [sig       ] Generating forecast for: FFA
[2025-11-20T23:08:16.004228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-11-20T23:08:16.017358] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FFA'.
[2025-11-20T23:08:16.017835] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-11-20T23:08:16.018817] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-11-20T23:08:16.018894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:16.018959] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:16.019006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:16.019097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:16.088268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:16.089441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:16.089562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:16.089626] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:16.214515] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:16.214795] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:16.214886] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:16.214935] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:16.219252] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=83.37%)
[2025-11-20T23:08:16.219627] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-11-20T23:08:16.219847] [INFO ] [sig       ] FFA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:16.367752] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FFA.txt
[2025-11-20T23:08:16.367988] [INFO ] [sig       ] [217/1341] Completed FFA in 0.4s | 2.66 sym/s | Total: 1.4m | ETA: 7.0m
[2025-11-20T23:08:16.368083] [INFO ] [sig       ] [218/1341] Forecasting FFWM...
[2025-11-20T23:08:16.368136] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-11-20T23:08:16.368181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-11-20T23:08:16.381874] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FFWM'.
[2025-11-20T23:08:16.382321] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-11-20T23:08:16.383314] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-11-20T23:08:16.383390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:16.383453] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:16.383497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:16.383589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:16.455567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:16.456813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:16.456949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:16.457014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:16.587628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:16.587885] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:16.587940] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:16.587978] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:16.592159] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: UP (p=58.35%)
[2025-11-20T23:08:16.592605] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-11-20T23:08:16.592807] [INFO ] [sig       ] FFWM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:16.742408] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FFWM.txt
[2025-11-20T23:08:16.742705] [INFO ] [sig       ] [218/1341] Completed FFWM in 0.4s | 2.66 sym/s | Total: 1.4m | ETA: 7.0m
[2025-11-20T23:08:16.742808] [INFO ] [sig       ] [219/1341] Forecasting FHI...
[2025-11-20T23:08:16.742875] [INFO ] [sig       ] Generating forecast for: FHI
[2025-11-20T23:08:16.742941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-11-20T23:08:16.757660] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FHI'.
[2025-11-20T23:08:16.758248] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-11-20T23:08:16.759201] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-11-20T23:08:16.759277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:16.759329] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:16.759372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:16.759444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:16.829243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:16.830321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:16.830458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:16.830510] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:16.964629] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:16.964877] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:16.964928] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:16.964964] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:16.968720] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=2.27%)
[2025-11-20T23:08:16.969077] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-11-20T23:08:16.969247] [INFO ] [sig       ] FHI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:17.118854] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/FHI.txt
[2025-11-20T23:08:17.119043] [INFO ] [sig       ] [219/1341] Completed FHI in 0.4s | 2.66 sym/s | Total: 1.4m | ETA: 7.0m
[2025-11-20T23:08:17.119103] [INFO ] [sig       ] [220/1341] Forecasting FICO...
[2025-11-20T23:08:17.119206] [INFO ] [sig       ] Generating forecast for: FICO
[2025-11-20T23:08:17.119253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-11-20T23:08:17.131839] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FICO'.
[2025-11-20T23:08:17.132218] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-11-20T23:08:17.133058] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-11-20T23:08:17.133130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:17.133178] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:17.133218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:17.133291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:17.201982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:17.202754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:17.202856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:17.202905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:17.332746] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:17.332959] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:17.333007] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:17.333041] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:17.336695] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=78.24%)
[2025-11-20T23:08:17.337060] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-11-20T23:08:17.337230] [INFO ] [sig       ] FICO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:17.478409] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FICO.txt
[2025-11-20T23:08:17.478579] [INFO ] [sig       ] [220/1341] Completed FICO in 0.4s | 2.66 sym/s | Total: 1.4m | ETA: 7.0m
[2025-11-20T23:08:17.478637] [INFO ] [sig       ] [221/1341] Forecasting FIGS...
[2025-11-20T23:08:17.478703] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-11-20T23:08:17.478752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-11-20T23:08:17.493564] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FIGS'.
[2025-11-20T23:08:17.494232] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-11-20T23:08:17.495292] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-11-20T23:08:17.495371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:17.495422] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:17.495464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:17.495557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:17.567029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:17.568239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:17.568357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:17.568421] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:17.700072] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:17.700336] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:17.700393] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:17.700428] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:17.704615] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-11-20T23:08:17.705027] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-11-20T23:08:17.705211] [INFO ] [sig       ] FIGS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:17.852632] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FIGS.txt
[2025-11-20T23:08:17.852956] [INFO ] [sig       ] [221/1341] Completed FIGS in 0.4s | 2.66 sym/s | Total: 1.4m | ETA: 7.0m
[2025-11-20T23:08:17.853047] [INFO ] [sig       ] [222/1341] Forecasting FINS...
[2025-11-20T23:08:17.853121] [INFO ] [sig       ] Generating forecast for: FINS
[2025-11-20T23:08:17.853187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-11-20T23:08:17.867750] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FINS'.
[2025-11-20T23:08:17.868318] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-11-20T23:08:17.869316] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-11-20T23:08:17.869397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:17.869460] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:17.869506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:17.869595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:17.943075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:17.944146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:17.944274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:17.944328] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:18.079332] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:18.079587] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:18.079662] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:18.079713] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:18.083876] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: DOWN (p=29.63%)
[2025-11-20T23:08:18.084247] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-11-20T23:08:18.084428] [INFO ] [sig       ] FINS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:18.232276] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/FINS.txt
[2025-11-20T23:08:18.232542] [INFO ] [sig       ] [222/1341] Completed FINS in 0.4s | 2.66 sym/s | Total: 1.4m | ETA: 7.0m
[2025-11-20T23:08:18.232635] [INFO ] [sig       ] [223/1341] Forecasting FINV...
[2025-11-20T23:08:18.232712] [INFO ] [sig       ] Generating forecast for: FINV
[2025-11-20T23:08:18.232768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINV' from 'https://tdm.silogroup.org/data/derivative_storage/FINV.csv'.
[2025-11-20T23:08:18.251207] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FINV'.
[2025-11-20T23:08:18.251844] [INFO ] [FORECASTER] Starting predict_future for FINV
[2025-11-20T23:08:18.252951] [DEBUG] [LOCAL     ] No optimal features file found for FINV: ./output/feature-sets/FINV.txt
[2025-11-20T23:08:18.253026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:18.253076] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:18.253122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:18.253197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:18.320366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:18.321337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:18.321471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:18.321524] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:18.439796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:18.440045] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:18.440096] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:18.440131] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:18.443770] [DEBUG] [FORECASTER] FINV: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-11-20T23:08:18.444088] [INFO ] [FORECASTER] Completed predict_future for FINV
[2025-11-20T23:08:18.444250] [INFO ] [sig       ] FINV: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:18.592468] [INFO ] [LOCAL     ] Saved forecast: FINV	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/FINV.txt
[2025-11-20T23:08:18.592751] [INFO ] [sig       ] [223/1341] Completed FINV in 0.4s | 2.66 sym/s | Total: 1.4m | ETA: 7.0m
[2025-11-20T23:08:18.592840] [INFO ] [sig       ] [224/1341] Forecasting FIS...
[2025-11-20T23:08:18.592892] [INFO ] [sig       ] Generating forecast for: FIS
[2025-11-20T23:08:18.592938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-11-20T23:08:18.606554] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FIS'.
[2025-11-20T23:08:18.607230] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-11-20T23:08:18.608289] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-11-20T23:08:18.608367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:18.608415] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:18.608454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:18.608528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:18.678291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:18.679462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:18.679582] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:18.679630] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:18.808838] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:18.809078] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:18.809133] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:18.809167] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:18.813314] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2025-11-20T23:08:18.813694] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-11-20T23:08:18.813897] [INFO ] [sig       ] FIS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:18.963127] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/FIS.txt
[2025-11-20T23:08:18.963362] [INFO ] [sig       ] [224/1341] Completed FIS in 0.4s | 2.66 sym/s | Total: 1.4m | ETA: 7.0m
[2025-11-20T23:08:18.963448] [INFO ] [sig       ] [225/1341] Forecasting FIX...
[2025-11-20T23:08:18.963500] [INFO ] [sig       ] Generating forecast for: FIX
[2025-11-20T23:08:18.963546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-11-20T23:08:18.977259] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FIX'.
[2025-11-20T23:08:18.977737] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-11-20T23:08:18.978683] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-11-20T23:08:18.978754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:18.978803] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:18.978843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:18.978914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:19.051731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:19.052924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:19.053039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:19.053088] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:19.184937] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:19.185184] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:19.185239] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:19.185276] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:19.189464] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-11-20T23:08:19.189876] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-11-20T23:08:19.190067] [INFO ] [sig       ] FIX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:19.339344] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FIX.txt
[2025-11-20T23:08:19.339567] [INFO ] [sig       ] [225/1341] Completed FIX in 0.4s | 2.66 sym/s | Total: 1.4m | ETA: 7.0m
[2025-11-20T23:08:19.339686] [INFO ] [sig       ] [226/1341] Forecasting FLNG...
[2025-11-20T23:08:19.339741] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-11-20T23:08:19.339787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-11-20T23:08:19.353328] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FLNG'.
[2025-11-20T23:08:19.353818] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-11-20T23:08:19.354683] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-11-20T23:08:19.354755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:19.354801] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:19.354841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:19.354914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:19.421871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:19.422934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:19.423042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:19.423095] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:19.554379] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:19.555156] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:19.555245] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:19.555291] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:19.559007] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=11.38%)
[2025-11-20T23:08:19.559351] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-11-20T23:08:19.559531] [INFO ] [sig       ] FLNG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:19.701158] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/FLNG.txt
[2025-11-20T23:08:19.701385] [INFO ] [sig       ] [226/1341] Completed FLNG in 0.4s | 2.66 sym/s | Total: 1.4m | ETA: 7.0m
[2025-11-20T23:08:19.701502] [INFO ] [sig       ] [227/1341] Forecasting FLO...
[2025-11-20T23:08:19.701552] [INFO ] [sig       ] Generating forecast for: FLO
[2025-11-20T23:08:19.701590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-11-20T23:08:19.716881] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FLO'.
[2025-11-20T23:08:19.717509] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-11-20T23:08:19.718511] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-11-20T23:08:19.718588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:19.718686] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:19.718736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:19.718820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:19.790082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:19.791282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:19.791401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:19.791450] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:19.922297] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:19.922555] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:19.922610] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:19.922665] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:19.926937] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=6.04%)
[2025-11-20T23:08:19.927311] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-11-20T23:08:19.927507] [INFO ] [sig       ] FLO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:20.076260] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/FLO.txt
[2025-11-20T23:08:20.076542] [INFO ] [sig       ] [227/1341] Completed FLO in 0.4s | 2.66 sym/s | Total: 1.4m | ETA: 7.0m
[2025-11-20T23:08:20.076637] [INFO ] [sig       ] [228/1341] Forecasting FMC...
[2025-11-20T23:08:20.076705] [INFO ] [sig       ] Generating forecast for: FMC
[2025-11-20T23:08:20.076755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-11-20T23:08:20.090762] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FMC'.
[2025-11-20T23:08:20.091329] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-11-20T23:08:20.092320] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-11-20T23:08:20.092397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:20.092449] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:20.092501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:20.092584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:20.167446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:20.168777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:20.168961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:20.169017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:20.303151] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:20.303396] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:20.303451] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:20.303486] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:20.307576] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=97.17%)
[2025-11-20T23:08:20.308116] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-11-20T23:08:20.308387] [INFO ] [sig       ] FMC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:20.458585] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FMC.txt
[2025-11-20T23:08:20.459136] [INFO ] [sig       ] [228/1341] Completed FMC in 0.4s | 2.66 sym/s | Total: 1.4m | ETA: 7.0m
[2025-11-20T23:08:20.459272] [INFO ] [sig       ] [229/1341] Forecasting FMS...
[2025-11-20T23:08:20.459390] [INFO ] [sig       ] Generating forecast for: FMS
[2025-11-20T23:08:20.459525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-11-20T23:08:20.474901] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FMS'.
[2025-11-20T23:08:20.475561] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-11-20T23:08:20.476679] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-11-20T23:08:20.476756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:20.476808] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:20.476882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:20.476971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:20.548789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:20.549963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:20.550086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:20.550143] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:20.694551] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:20.694810] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:20.694895] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:20.694942] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:20.699215] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=92.36%)
[2025-11-20T23:08:20.699584] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-11-20T23:08:20.699805] [INFO ] [sig       ] FMS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:20.847012] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FMS.txt
[2025-11-20T23:08:20.847257] [INFO ] [sig       ] [229/1341] Completed FMS in 0.4s | 2.66 sym/s | Total: 1.4m | ETA: 7.0m
[2025-11-20T23:08:20.847342] [INFO ] [sig       ] [230/1341] Forecasting FMX...
[2025-11-20T23:08:20.847391] [INFO ] [sig       ] Generating forecast for: FMX
[2025-11-20T23:08:20.847437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-11-20T23:08:20.860736] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FMX'.
[2025-11-20T23:08:20.861291] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-11-20T23:08:20.862264] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-11-20T23:08:20.862341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:20.862390] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:20.862431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:20.862504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:20.932124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:20.933272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:20.933386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:20.933436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:21.061054] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:21.061308] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:21.061363] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:21.061399] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:21.066373] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=14.21%)
[2025-11-20T23:08:21.066785] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-11-20T23:08:21.067013] [INFO ] [sig       ] FMX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:21.217750] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/FMX.txt
[2025-11-20T23:08:21.218084] [INFO ] [sig       ] [230/1341] Completed FMX in 0.4s | 2.66 sym/s | Total: 1.4m | ETA: 7.0m
[2025-11-20T23:08:21.218156] [INFO ] [sig       ] [231/1341] Forecasting FNV...
[2025-11-20T23:08:21.218211] [INFO ] [sig       ] Generating forecast for: FNV
[2025-11-20T23:08:21.218276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNV' from 'https://tdm.silogroup.org/data/derivative_storage/FNV.csv'.
[2025-11-20T23:08:21.232591] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FNV'.
[2025-11-20T23:08:21.233105] [INFO ] [FORECASTER] Starting predict_future for FNV
[2025-11-20T23:08:21.234093] [DEBUG] [LOCAL     ] No optimal features file found for FNV: ./output/feature-sets/FNV.txt
[2025-11-20T23:08:21.234170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:21.234221] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:21.234266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:21.234342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:21.305210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:21.305951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:21.306067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:21.306126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:21.432458] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:21.432664] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:21.432748] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:21.432794] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:21.436443] [DEBUG] [FORECASTER] FNV: Forecast T+1@11:T+2@11: DOWN (p=14.60%)
[2025-11-20T23:08:21.436799] [INFO ] [FORECASTER] Completed predict_future for FNV
[2025-11-20T23:08:21.437063] [INFO ] [sig       ] FNV: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:21.578864] [INFO ] [LOCAL     ] Saved forecast: FNV	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/FNV.txt
[2025-11-20T23:08:21.579011] [INFO ] [sig       ] [231/1341] Completed FNV in 0.4s | 2.66 sym/s | Total: 1.4m | ETA: 7.0m
[2025-11-20T23:08:21.579080] [INFO ] [sig       ] [232/1341] Forecasting FOR...
[2025-11-20T23:08:21.579125] [INFO ] [sig       ] Generating forecast for: FOR
[2025-11-20T23:08:21.579194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOR' from 'https://tdm.silogroup.org/data/derivative_storage/FOR.csv'.
[2025-11-20T23:08:21.591207] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FOR'.
[2025-11-20T23:08:21.591579] [INFO ] [FORECASTER] Starting predict_future for FOR
[2025-11-20T23:08:21.592448] [DEBUG] [LOCAL     ] No optimal features file found for FOR: ./output/feature-sets/FOR.txt
[2025-11-20T23:08:21.592537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:21.592589] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:21.592633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:21.592731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:21.661443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:21.662433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:21.662540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:21.662590] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:21.794222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:21.794383] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:21.794428] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:21.794461] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:21.797923] [DEBUG] [FORECASTER] FOR: Forecast T+1@11:T+2@11: DOWN (p=32.82%)
[2025-11-20T23:08:21.798263] [INFO ] [FORECASTER] Completed predict_future for FOR
[2025-11-20T23:08:21.798448] [INFO ] [sig       ] FOR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:21.942038] [INFO ] [LOCAL     ] Saved forecast: FOR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/FOR.txt
[2025-11-20T23:08:21.942203] [INFO ] [sig       ] [232/1341] Completed FOR in 0.4s | 2.66 sym/s | Total: 1.5m | ETA: 6.9m
[2025-11-20T23:08:21.942268] [INFO ] [sig       ] [233/1341] Forecasting FPF...
[2025-11-20T23:08:21.942341] [INFO ] [sig       ] Generating forecast for: FPF
[2025-11-20T23:08:21.942385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-11-20T23:08:21.956599] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FPF'.
[2025-11-20T23:08:21.957195] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-11-20T23:08:21.958336] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-11-20T23:08:21.958412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:21.958474] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:21.958520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:21.958674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:22.033622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:22.034929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:22.035050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:22.035115] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:22.164186] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:22.164458] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:22.164525] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:22.164564] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:22.169052] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: DOWN (p=48.31%)
[2025-11-20T23:08:22.169437] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-11-20T23:08:22.169608] [INFO ] [sig       ] FPF: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:22.317901] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/FPF.txt
[2025-11-20T23:08:22.318183] [INFO ] [sig       ] [233/1341] Completed FPF in 0.4s | 2.66 sym/s | Total: 1.5m | ETA: 6.9m
[2025-11-20T23:08:22.318249] [INFO ] [sig       ] [234/1341] Forecasting FPI...
[2025-11-20T23:08:22.318296] [INFO ] [sig       ] Generating forecast for: FPI
[2025-11-20T23:08:22.318346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-11-20T23:08:22.332346] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FPI'.
[2025-11-20T23:08:22.332853] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-11-20T23:08:22.333722] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-11-20T23:08:22.333795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:22.333843] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:22.333885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:22.333963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:22.401044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:22.401742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:22.401847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:22.401895] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:22.526435] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:22.526634] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:22.526711] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:22.526776] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:22.530461] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=54.31%)
[2025-11-20T23:08:22.530790] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-11-20T23:08:22.530987] [INFO ] [sig       ] FPI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:22.675455] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FPI.txt
[2025-11-20T23:08:22.675725] [INFO ] [sig       ] [234/1341] Completed FPI in 0.4s | 2.66 sym/s | Total: 1.5m | ETA: 6.9m
[2025-11-20T23:08:22.675814] [INFO ] [sig       ] [235/1341] Forecasting FRA...
[2025-11-20T23:08:22.675865] [INFO ] [sig       ] Generating forecast for: FRA
[2025-11-20T23:08:22.675909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-11-20T23:08:22.688785] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FRA'.
[2025-11-20T23:08:22.689280] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-11-20T23:08:22.690188] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-11-20T23:08:22.690262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:22.690311] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:22.690355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:22.690428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:22.758878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:22.759992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:22.760104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:22.760154] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:22.886271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:22.886515] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:22.886570] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:22.886605] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:22.890625] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=66.92%)
[2025-11-20T23:08:22.891081] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-11-20T23:08:22.891277] [INFO ] [sig       ] FRA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:23.038014] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FRA.txt
[2025-11-20T23:08:23.038280] [INFO ] [sig       ] [235/1341] Completed FRA in 0.4s | 2.66 sym/s | Total: 1.5m | ETA: 6.9m
[2025-11-20T23:08:23.038342] [INFO ] [sig       ] [236/1341] Forecasting FRO...
[2025-11-20T23:08:23.038392] [INFO ] [sig       ] Generating forecast for: FRO
[2025-11-20T23:08:23.038438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-11-20T23:08:23.053450] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FRO'.
[2025-11-20T23:08:23.054051] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-11-20T23:08:23.055068] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-11-20T23:08:23.055150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:23.055206] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:23.055255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:23.055333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:23.127900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:23.129099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:23.129220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:23.129295] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:23.259798] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:23.260060] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:23.260118] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:23.260154] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:23.264444] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: UP (p=50.51%)
[2025-11-20T23:08:23.264815] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-11-20T23:08:23.265014] [INFO ] [sig       ] FRO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:23.416413] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FRO.txt
[2025-11-20T23:08:23.416746] [INFO ] [sig       ] [236/1341] Completed FRO in 0.4s | 2.66 sym/s | Total: 1.5m | ETA: 6.9m
[2025-11-20T23:08:23.416814] [INFO ] [sig       ] [237/1341] Forecasting FRT...
[2025-11-20T23:08:23.416888] [INFO ] [sig       ] Generating forecast for: FRT
[2025-11-20T23:08:23.416936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRT' from 'https://tdm.silogroup.org/data/derivative_storage/FRT.csv'.
[2025-11-20T23:08:23.431423] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FRT'.
[2025-11-20T23:08:23.432109] [INFO ] [FORECASTER] Starting predict_future for FRT
[2025-11-20T23:08:23.433098] [DEBUG] [LOCAL     ] No optimal features file found for FRT: ./output/feature-sets/FRT.txt
[2025-11-20T23:08:23.433173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:23.433223] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:23.433263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:23.433337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:23.501973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:23.502757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:23.502865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:23.502917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:23.634389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:23.634615] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:23.634685] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:23.634729] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:23.638577] [DEBUG] [FORECASTER] FRT: Forecast T+1@11:T+2@11: DOWN (p=8.48%)
[2025-11-20T23:08:23.638916] [INFO ] [FORECASTER] Completed predict_future for FRT
[2025-11-20T23:08:23.639112] [INFO ] [sig       ] FRT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:23.781757] [INFO ] [LOCAL     ] Saved forecast: FRT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/FRT.txt
[2025-11-20T23:08:23.781947] [INFO ] [sig       ] [237/1341] Completed FRT in 0.4s | 2.66 sym/s | Total: 1.5m | ETA: 6.9m
[2025-11-20T23:08:23.782037] [INFO ] [sig       ] [238/1341] Forecasting FSCO...
[2025-11-20T23:08:23.782086] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-11-20T23:08:23.782129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-11-20T23:08:23.794930] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FSCO'.
[2025-11-20T23:08:23.795509] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-11-20T23:08:23.796579] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-11-20T23:08:23.796722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:23.796775] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:23.796818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:23.796959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:23.865567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:23.866586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:23.866715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:23.866766] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:24.006404] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:24.006636] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:24.006737] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:24.006798] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:24.010765] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2025-11-20T23:08:24.011261] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-11-20T23:08:24.011523] [INFO ] [sig       ] FSCO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:24.157269] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FSCO.txt
[2025-11-20T23:08:24.157460] [INFO ] [sig       ] [238/1341] Completed FSCO in 0.4s | 2.66 sym/s | Total: 1.5m | ETA: 6.9m
[2025-11-20T23:08:24.157559] [INFO ] [sig       ] [239/1341] Forecasting FSLY...
[2025-11-20T23:08:24.157615] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-11-20T23:08:24.157684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-11-20T23:08:24.170205] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FSLY'.
[2025-11-20T23:08:24.170589] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-11-20T23:08:24.171435] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-11-20T23:08:24.171509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:24.171558] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:24.171600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:24.171694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:24.243172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:24.244196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:24.244307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:24.244356] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:24.358928] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:24.359152] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:24.359200] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:24.359234] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:24.362870] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-11-20T23:08:24.363188] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-11-20T23:08:24.363338] [INFO ] [sig       ] FSLY: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:24.521741] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/FSLY.txt
[2025-11-20T23:08:24.521962] [INFO ] [sig       ] [239/1341] Completed FSLY in 0.4s | 2.66 sym/s | Total: 1.5m | ETA: 6.9m
[2025-11-20T23:08:24.522020] [INFO ] [sig       ] [240/1341] Forecasting FT...
[2025-11-20T23:08:24.522089] [INFO ] [sig       ] Generating forecast for: FT
[2025-11-20T23:08:24.522144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FT' from 'https://tdm.silogroup.org/data/derivative_storage/FT.csv'.
[2025-11-20T23:08:24.534352] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FT'.
[2025-11-20T23:08:24.534682] [INFO ] [FORECASTER] Starting predict_future for FT
[2025-11-20T23:08:24.535496] [DEBUG] [LOCAL     ] No optimal features file found for FT: ./output/feature-sets/FT.txt
[2025-11-20T23:08:24.535584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:24.535674] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:24.535734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:24.535826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:24.603354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:24.604243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:24.604350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:24.604401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:24.721159] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:24.721365] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:24.721412] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:24.721445] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:24.725078] [DEBUG] [FORECASTER] FT: Forecast T+1@11:T+2@11: UP (p=76.26%)
[2025-11-20T23:08:24.725582] [INFO ] [FORECASTER] Completed predict_future for FT
[2025-11-20T23:08:24.725838] [INFO ] [sig       ] FT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:24.871220] [INFO ] [LOCAL     ] Saved forecast: FT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FT.txt
[2025-11-20T23:08:24.871390] [INFO ] [sig       ] [240/1341] Completed FT in 0.3s | 2.66 sym/s | Total: 1.5m | ETA: 6.9m
[2025-11-20T23:08:24.871449] [INFO ] [sig       ] [241/1341] Forecasting FTHY...
[2025-11-20T23:08:24.871492] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-11-20T23:08:24.871540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-11-20T23:08:24.885313] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FTHY'.
[2025-11-20T23:08:24.885711] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-11-20T23:08:24.886546] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-11-20T23:08:24.886620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:24.886690] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:24.886733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:24.886805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:24.957663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:24.958935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:24.959062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:24.959117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:25.089459] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:25.089764] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:25.089878] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:25.089938] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:25.094079] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-11-20T23:08:25.094519] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-11-20T23:08:25.094802] [INFO ] [sig       ] FTHY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:25.247859] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FTHY.txt
[2025-11-20T23:08:25.248121] [INFO ] [sig       ] [241/1341] Completed FTHY in 0.4s | 2.66 sym/s | Total: 1.5m | ETA: 6.9m
[2025-11-20T23:08:25.248214] [INFO ] [sig       ] [242/1341] Forecasting FTI...
[2025-11-20T23:08:25.248265] [INFO ] [sig       ] Generating forecast for: FTI
[2025-11-20T23:08:25.248312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-11-20T23:08:25.262509] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FTI'.
[2025-11-20T23:08:25.263032] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-11-20T23:08:25.264176] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-11-20T23:08:25.264269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:25.264334] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:25.264395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:25.264481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:25.333535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:25.334448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:25.334561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:25.334611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:25.451909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:25.452156] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:25.452210] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:25.452244] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:25.456630] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: UP (p=58.88%)
[2025-11-20T23:08:25.457014] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-11-20T23:08:25.457193] [INFO ] [sig       ] FTI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:25.605499] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FTI.txt
[2025-11-20T23:08:25.605750] [INFO ] [sig       ] [242/1341] Completed FTI in 0.4s | 2.66 sym/s | Total: 1.5m | ETA: 6.9m
[2025-11-20T23:08:25.605858] [INFO ] [sig       ] [243/1341] Forecasting FTK...
[2025-11-20T23:08:25.605922] [INFO ] [sig       ] Generating forecast for: FTK
[2025-11-20T23:08:25.605967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-11-20T23:08:25.619195] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FTK'.
[2025-11-20T23:08:25.619667] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-11-20T23:08:25.620621] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-11-20T23:08:25.620719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:25.620767] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:25.620805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:25.620880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:25.690612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:25.691877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:25.692007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:25.692054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:25.811562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:25.811831] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:25.811890] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:25.811925] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:25.816142] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=35.81%)
[2025-11-20T23:08:25.816517] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-11-20T23:08:25.816717] [INFO ] [sig       ] FTK: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:25.962329] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/FTK.txt
[2025-11-20T23:08:25.962578] [INFO ] [sig       ] [243/1341] Completed FTK in 0.4s | 2.66 sym/s | Total: 1.5m | ETA: 6.9m
[2025-11-20T23:08:25.962698] [INFO ] [sig       ] [244/1341] Forecasting FTS...
[2025-11-20T23:08:25.962748] [INFO ] [sig       ] Generating forecast for: FTS
[2025-11-20T23:08:25.962793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-11-20T23:08:25.976507] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FTS'.
[2025-11-20T23:08:25.977115] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-11-20T23:08:25.978108] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-11-20T23:08:25.978195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:25.978271] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:25.978330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:25.978434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:26.051564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:26.052801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:26.052925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:26.052996] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:26.183425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:26.183708] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:26.183794] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:26.183844] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:26.188128] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-11-20T23:08:26.188499] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-11-20T23:08:26.188713] [INFO ] [sig       ] FTS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:26.339245] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FTS.txt
[2025-11-20T23:08:26.339484] [INFO ] [sig       ] [244/1341] Completed FTS in 0.4s | 2.66 sym/s | Total: 1.5m | ETA: 6.9m
[2025-11-20T23:08:26.339565] [INFO ] [sig       ] [245/1341] Forecasting FTV...
[2025-11-20T23:08:26.339660] [INFO ] [sig       ] Generating forecast for: FTV
[2025-11-20T23:08:26.339726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTV' from 'https://tdm.silogroup.org/data/derivative_storage/FTV.csv'.
[2025-11-20T23:08:26.353941] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FTV'.
[2025-11-20T23:08:26.354391] [INFO ] [FORECASTER] Starting predict_future for FTV
[2025-11-20T23:08:26.355424] [DEBUG] [LOCAL     ] No optimal features file found for FTV: ./output/feature-sets/FTV.txt
[2025-11-20T23:08:26.355499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:26.355563] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:26.355607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:26.355700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:26.426613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:26.427782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:26.427897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:26.427947] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:26.563496] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:26.563773] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:26.563845] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:26.563897] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:26.568249] [DEBUG] [FORECASTER] FTV: Forecast T+1@11:T+2@11: UP (p=69.24%)
[2025-11-20T23:08:26.568964] [INFO ] [FORECASTER] Completed predict_future for FTV
[2025-11-20T23:08:26.569241] [INFO ] [sig       ] FTV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:26.717485] [INFO ] [LOCAL     ] Saved forecast: FTV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FTV.txt
[2025-11-20T23:08:26.717972] [INFO ] [sig       ] [245/1341] Completed FTV in 0.4s | 2.66 sym/s | Total: 1.5m | ETA: 6.9m
[2025-11-20T23:08:26.718040] [INFO ] [sig       ] [246/1341] Forecasting FUBO...
[2025-11-20T23:08:26.718085] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-11-20T23:08:26.718131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-11-20T23:08:26.733228] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FUBO'.
[2025-11-20T23:08:26.733867] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-11-20T23:08:26.735020] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-11-20T23:08:26.735111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:26.735167] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:26.735209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:26.735284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:26.809458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:26.810630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:26.810768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:26.810820] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:26.950708] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:26.951039] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:26.951148] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:26.951283] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:26.956019] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=67.88%)
[2025-11-20T23:08:26.956422] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-11-20T23:08:26.956675] [INFO ] [sig       ] FUBO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:27.106709] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FUBO.txt
[2025-11-20T23:08:27.107032] [INFO ] [sig       ] [246/1341] Completed FUBO in 0.4s | 2.66 sym/s | Total: 1.5m | ETA: 6.9m
[2025-11-20T23:08:27.107097] [INFO ] [sig       ] [247/1341] Forecasting FUN...
[2025-11-20T23:08:27.107146] [INFO ] [sig       ] Generating forecast for: FUN
[2025-11-20T23:08:27.107192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-11-20T23:08:27.121801] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FUN'.
[2025-11-20T23:08:27.122350] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-11-20T23:08:27.123371] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-11-20T23:08:27.123455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:27.123521] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:27.123580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:27.123706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:27.192149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:27.193289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:27.193427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:27.193493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:27.325256] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:27.325488] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:27.325594] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:27.325634] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:27.329835] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: DOWN (p=22.77%)
[2025-11-20T23:08:27.330206] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-11-20T23:08:27.330398] [INFO ] [sig       ] FUN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:27.474609] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/FUN.txt
[2025-11-20T23:08:27.474890] [INFO ] [sig       ] [247/1341] Completed FUN in 0.4s | 2.66 sym/s | Total: 1.5m | ETA: 6.8m
[2025-11-20T23:08:27.474977] [INFO ] [sig       ] [248/1341] Forecasting FVRR...
[2025-11-20T23:08:27.475027] [INFO ] [sig       ] Generating forecast for: FVRR
[2025-11-20T23:08:27.475072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVRR' from 'https://tdm.silogroup.org/data/derivative_storage/FVRR.csv'.
[2025-11-20T23:08:27.488853] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'FVRR'.
[2025-11-20T23:08:27.489384] [INFO ] [FORECASTER] Starting predict_future for FVRR
[2025-11-20T23:08:27.490410] [DEBUG] [LOCAL     ] No optimal features file found for FVRR: ./output/feature-sets/FVRR.txt
[2025-11-20T23:08:27.490487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:27.490536] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:27.490597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:27.490754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:27.561042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:27.562274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:27.562396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:27.562458] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:27.695263] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:27.695511] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:27.695565] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:27.695601] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:27.699709] [DEBUG] [FORECASTER] FVRR: Forecast T+1@11:T+2@11: UP (p=85.17%)
[2025-11-20T23:08:27.700053] [INFO ] [FORECASTER] Completed predict_future for FVRR
[2025-11-20T23:08:27.700221] [INFO ] [sig       ] FVRR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:27.842834] [INFO ] [LOCAL     ] Saved forecast: FVRR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/FVRR.txt
[2025-11-20T23:08:27.843074] [INFO ] [sig       ] [248/1341] Completed FVRR in 0.4s | 2.66 sym/s | Total: 1.6m | ETA: 6.8m
[2025-11-20T23:08:27.843158] [INFO ] [sig       ] [249/1341] Forecasting G...
[2025-11-20T23:08:27.843272] [INFO ] [sig       ] Generating forecast for: G
[2025-11-20T23:08:27.843322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-11-20T23:08:27.856462] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'G'.
[2025-11-20T23:08:27.860302] [INFO ] [FORECASTER] Starting predict_future for G
[2025-11-20T23:08:27.861684] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-11-20T23:08:27.861757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:27.861805] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:27.861857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:27.861959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:27.930478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:27.931560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:27.931763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:27.931821] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:28.063194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:28.063423] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:28.063475] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:28.063509] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:28.067458] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-11-20T23:08:28.067974] [INFO ] [FORECASTER] Completed predict_future for G
[2025-11-20T23:08:28.068209] [INFO ] [sig       ] G: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:28.211897] [INFO ] [LOCAL     ] Saved forecast: G	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/G.txt
[2025-11-20T23:08:28.212149] [INFO ] [sig       ] [249/1341] Completed G in 0.4s | 2.66 sym/s | Total: 1.6m | ETA: 6.8m
[2025-11-20T23:08:28.212211] [INFO ] [sig       ] [250/1341] Forecasting GAB...
[2025-11-20T23:08:28.212253] [INFO ] [sig       ] Generating forecast for: GAB
[2025-11-20T23:08:28.212320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-11-20T23:08:28.226016] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GAB'.
[2025-11-20T23:08:28.226608] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-11-20T23:08:28.227625] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-11-20T23:08:28.227721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:28.227771] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:28.227814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:28.227889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:28.296320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:28.297531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:28.297683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:28.297736] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:28.422400] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:28.422669] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:28.422732] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:28.422767] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:28.426914] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-11-20T23:08:28.427335] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-11-20T23:08:28.427592] [INFO ] [sig       ] GAB: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:28.571563] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GAB.txt
[2025-11-20T23:08:28.571800] [INFO ] [sig       ] [250/1341] Completed GAB in 0.4s | 2.66 sym/s | Total: 1.6m | ETA: 6.8m
[2025-11-20T23:08:28.571859] [INFO ] [sig       ] [251/1341] Forecasting GAM...
[2025-11-20T23:08:28.571931] [INFO ] [sig       ] Generating forecast for: GAM
[2025-11-20T23:08:28.571970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-11-20T23:08:28.584436] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GAM'.
[2025-11-20T23:08:28.584851] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-11-20T23:08:28.585776] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-11-20T23:08:28.585849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:28.585897] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:28.585973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:28.586123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:28.658159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:28.659664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:28.659793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:28.659858] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:28.789796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:28.790081] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:28.790136] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:28.790171] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:28.794691] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=68.01%)
[2025-11-20T23:08:28.795133] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-11-20T23:08:28.795328] [INFO ] [sig       ] GAM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:28.950621] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GAM.txt
[2025-11-20T23:08:28.950924] [INFO ] [sig       ] [251/1341] Completed GAM in 0.4s | 2.66 sym/s | Total: 1.6m | ETA: 6.8m
[2025-11-20T23:08:28.950990] [INFO ] [sig       ] [252/1341] Forecasting GATX...
[2025-11-20T23:08:28.951081] [INFO ] [sig       ] Generating forecast for: GATX
[2025-11-20T23:08:28.951222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-11-20T23:08:28.966000] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GATX'.
[2025-11-20T23:08:28.966608] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-11-20T23:08:28.967770] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-11-20T23:08:28.967845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:28.967898] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:28.967943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:28.968062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:29.045874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:29.047005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:29.047119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:29.047179] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:29.152635] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:29.152939] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:29.153017] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:29.153081] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:29.158480] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: DOWN (p=41.04%)
[2025-11-20T23:08:29.158953] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-11-20T23:08:29.159134] [INFO ] [sig       ] GATX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:29.305107] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GATX.txt
[2025-11-20T23:08:29.305362] [INFO ] [sig       ] [252/1341] Completed GATX in 0.4s | 2.67 sym/s | Total: 1.6m | ETA: 6.8m
[2025-11-20T23:08:29.305421] [INFO ] [sig       ] [253/1341] Forecasting GBAB...
[2025-11-20T23:08:29.305466] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-11-20T23:08:29.305505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-11-20T23:08:29.318322] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GBAB'.
[2025-11-20T23:08:29.318770] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-11-20T23:08:29.319617] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-11-20T23:08:29.319719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:29.319766] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:29.319807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:29.319876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:29.390985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:29.391947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:29.392058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:29.392106] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:29.505713] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:29.505913] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:29.505961] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:29.505994] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:29.509621] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=89.21%)
[2025-11-20T23:08:29.509948] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-11-20T23:08:29.510101] [INFO ] [sig       ] GBAB: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:29.654900] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GBAB.txt
[2025-11-20T23:08:29.655081] [INFO ] [sig       ] [253/1341] Completed GBAB in 0.3s | 2.67 sym/s | Total: 1.6m | ETA: 6.8m
[2025-11-20T23:08:29.655137] [INFO ] [sig       ] [254/1341] Forecasting GBCI...
[2025-11-20T23:08:29.655207] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-11-20T23:08:29.655247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-11-20T23:08:29.667440] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GBCI'.
[2025-11-20T23:08:29.667916] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-11-20T23:08:29.668841] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-11-20T23:08:29.668913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:29.668963] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:29.669004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:29.669079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:29.747582] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:29.748680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:29.748802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:29.748851] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:29.864310] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:29.864514] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:29.864562] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:29.864595] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:29.868242] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=21.84%)
[2025-11-20T23:08:29.868544] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-11-20T23:08:29.868719] [INFO ] [sig       ] GBCI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:30.021087] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GBCI.txt
[2025-11-20T23:08:30.021296] [INFO ] [sig       ] [254/1341] Completed GBCI in 0.4s | 2.67 sym/s | Total: 1.6m | ETA: 6.8m
[2025-11-20T23:08:30.021355] [INFO ] [sig       ] [255/1341] Forecasting GBTG...
[2025-11-20T23:08:30.021401] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-11-20T23:08:30.021473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-11-20T23:08:30.033037] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GBTG'.
[2025-11-20T23:08:30.033449] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-11-20T23:08:30.034297] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-11-20T23:08:30.034370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:30.034417] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:30.034458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:30.034527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:30.105561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:30.106726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:30.106860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:30.106912] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:30.223796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:30.223985] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:30.224031] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:30.224064] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:30.227606] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2025-11-20T23:08:30.227955] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-11-20T23:08:30.228119] [INFO ] [sig       ] GBTG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:30.369757] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GBTG.txt
[2025-11-20T23:08:30.369926] [INFO ] [sig       ] [255/1341] Completed GBTG in 0.3s | 2.67 sym/s | Total: 1.6m | ETA: 6.8m
[2025-11-20T23:08:30.370012] [INFO ] [sig       ] [256/1341] Forecasting GBX...
[2025-11-20T23:08:30.370063] [INFO ] [sig       ] Generating forecast for: GBX
[2025-11-20T23:08:30.370100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-11-20T23:08:30.382968] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GBX'.
[2025-11-20T23:08:30.383344] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-11-20T23:08:30.384182] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-11-20T23:08:30.384255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:30.384304] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:30.384346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:30.384416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:30.452549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:30.453298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:30.453398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:30.453446] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:30.572800] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:30.573009] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:30.573057] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:30.573092] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:30.576753] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=48.11%)
[2025-11-20T23:08:30.577128] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-11-20T23:08:30.577298] [INFO ] [sig       ] GBX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:30.719496] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GBX.txt
[2025-11-20T23:08:30.719720] [INFO ] [sig       ] [256/1341] Completed GBX in 0.3s | 2.67 sym/s | Total: 1.6m | ETA: 6.8m
[2025-11-20T23:08:30.719788] [INFO ] [sig       ] [257/1341] Forecasting GCO...
[2025-11-20T23:08:30.719830] [INFO ] [sig       ] Generating forecast for: GCO
[2025-11-20T23:08:30.719874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-11-20T23:08:30.731945] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GCO'.
[2025-11-20T23:08:30.732328] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-11-20T23:08:30.733171] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-11-20T23:08:30.733244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:30.733293] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:30.733334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:30.733405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:30.801822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:30.802535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:30.802669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:30.802734] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:30.928135] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:30.928356] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:30.928413] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:30.928450] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:30.932069] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=53.71%)
[2025-11-20T23:08:30.932390] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-11-20T23:08:30.932561] [INFO ] [sig       ] GCO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:31.077823] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GCO.txt
[2025-11-20T23:08:31.078039] [INFO ] [sig       ] [257/1341] Completed GCO in 0.4s | 2.67 sym/s | Total: 1.6m | ETA: 6.8m
[2025-11-20T23:08:31.078129] [INFO ] [sig       ] [258/1341] Forecasting GCV...
[2025-11-20T23:08:31.078182] [INFO ] [sig       ] Generating forecast for: GCV
[2025-11-20T23:08:31.078228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCV' from 'https://tdm.silogroup.org/data/derivative_storage/GCV.csv'.
[2025-11-20T23:08:31.089830] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GCV'.
[2025-11-20T23:08:31.090319] [INFO ] [FORECASTER] Starting predict_future for GCV
[2025-11-20T23:08:31.091158] [DEBUG] [LOCAL     ] No optimal features file found for GCV: ./output/feature-sets/GCV.txt
[2025-11-20T23:08:31.091232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:31.091280] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:31.091321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:31.091393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:31.160421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:31.161364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:31.161468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:31.161516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:31.274511] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:31.274704] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:31.274784] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:31.274831] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:31.278310] [DEBUG] [FORECASTER] GCV: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-11-20T23:08:31.278630] [INFO ] [FORECASTER] Completed predict_future for GCV
[2025-11-20T23:08:31.278821] [INFO ] [sig       ] GCV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:31.424616] [INFO ] [LOCAL     ] Saved forecast: GCV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GCV.txt
[2025-11-20T23:08:31.424828] [INFO ] [sig       ] [258/1341] Completed GCV in 0.3s | 2.67 sym/s | Total: 1.6m | ETA: 6.8m
[2025-11-20T23:08:31.424886] [INFO ] [sig       ] [259/1341] Forecasting GD...
[2025-11-20T23:08:31.424956] [INFO ] [sig       ] Generating forecast for: GD
[2025-11-20T23:08:31.425001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-11-20T23:08:31.437794] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GD'.
[2025-11-20T23:08:31.438222] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-11-20T23:08:31.439086] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-11-20T23:08:31.439158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:31.439205] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:31.439247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:31.439318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:31.508794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:31.509554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:31.509677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:31.509730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:31.633968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:31.634197] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:31.634252] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:31.634288] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:31.638114] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=64.51%)
[2025-11-20T23:08:31.638434] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-11-20T23:08:31.638588] [INFO ] [sig       ] GD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:31.790214] [INFO ] [LOCAL     ] Saved forecast: GD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GD.txt
[2025-11-20T23:08:31.790401] [INFO ] [sig       ] [259/1341] Completed GD in 0.4s | 2.67 sym/s | Total: 1.6m | ETA: 6.8m
[2025-11-20T23:08:31.790459] [INFO ] [sig       ] [260/1341] Forecasting GDDY...
[2025-11-20T23:08:31.790504] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-11-20T23:08:31.790546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-11-20T23:08:31.802818] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GDDY'.
[2025-11-20T23:08:31.803189] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-11-20T23:08:31.804063] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-11-20T23:08:31.804134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:31.804182] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:31.804224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:31.804296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:31.874310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:31.875221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:31.875326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:31.875377] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:32.012275] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:32.012495] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:32.012542] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:32.012576] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:32.016116] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: DOWN (p=47.14%)
[2025-11-20T23:08:32.016416] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-11-20T23:08:32.016573] [INFO ] [sig       ] GDDY: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:32.164521] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GDDY.txt
[2025-11-20T23:08:32.164745] [INFO ] [sig       ] [260/1341] Completed GDDY in 0.4s | 2.67 sym/s | Total: 1.6m | ETA: 6.8m
[2025-11-20T23:08:32.164803] [INFO ] [sig       ] [261/1341] Forecasting GDIV...
[2025-11-20T23:08:32.164879] [INFO ] [sig       ] Generating forecast for: GDIV
[2025-11-20T23:08:32.164933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDIV' from 'https://tdm.silogroup.org/data/derivative_storage/GDIV.csv'.
[2025-11-20T23:08:32.177617] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GDIV'.
[2025-11-20T23:08:32.178143] [INFO ] [FORECASTER] Starting predict_future for GDIV
[2025-11-20T23:08:32.179049] [DEBUG] [LOCAL     ] No optimal features file found for GDIV: ./output/feature-sets/GDIV.txt
[2025-11-20T23:08:32.179142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:32.179205] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:32.179249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:32.179327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:32.251486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:32.252552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:32.252695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:32.252760] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:32.372566] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:32.372811] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:32.372867] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:32.372900] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:32.376414] [DEBUG] [FORECASTER] GDIV: Forecast T+1@11:T+2@11: UP (p=88.14%)
[2025-11-20T23:08:32.376761] [INFO ] [FORECASTER] Completed predict_future for GDIV
[2025-11-20T23:08:32.376954] [INFO ] [sig       ] GDIV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:32.540053] [INFO ] [LOCAL     ] Saved forecast: GDIV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GDIV.txt
[2025-11-20T23:08:32.540287] [INFO ] [sig       ] [261/1341] Completed GDIV in 0.4s | 2.67 sym/s | Total: 1.6m | ETA: 6.7m
[2025-11-20T23:08:32.540377] [INFO ] [sig       ] [262/1341] Forecasting GDO...
[2025-11-20T23:08:32.540414] [INFO ] [sig       ] Generating forecast for: GDO
[2025-11-20T23:08:32.540459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDO' from 'https://tdm.silogroup.org/data/derivative_storage/GDO.csv'.
[2025-11-20T23:08:32.553205] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GDO'.
[2025-11-20T23:08:32.553778] [INFO ] [FORECASTER] Starting predict_future for GDO
[2025-11-20T23:08:32.554706] [DEBUG] [LOCAL     ] No optimal features file found for GDO: ./output/feature-sets/GDO.txt
[2025-11-20T23:08:32.554779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:32.554829] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:32.554871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:32.554943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:32.622986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:32.623988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:32.624097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:32.624147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:32.748831] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:32.749104] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:32.749168] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:32.749205] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:32.752996] [DEBUG] [FORECASTER] GDO: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-11-20T23:08:32.753310] [INFO ] [FORECASTER] Completed predict_future for GDO
[2025-11-20T23:08:32.753482] [INFO ] [sig       ] GDO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:32.904496] [INFO ] [LOCAL     ] Saved forecast: GDO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GDO.txt
[2025-11-20T23:08:32.904739] [INFO ] [sig       ] [262/1341] Completed GDO in 0.4s | 2.67 sym/s | Total: 1.6m | ETA: 6.7m
[2025-11-20T23:08:32.904801] [INFO ] [sig       ] [263/1341] Forecasting GDOT...
[2025-11-20T23:08:32.904846] [INFO ] [sig       ] Generating forecast for: GDOT
[2025-11-20T23:08:32.904916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDOT' from 'https://tdm.silogroup.org/data/derivative_storage/GDOT.csv'.
[2025-11-20T23:08:32.917240] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GDOT'.
[2025-11-20T23:08:32.917789] [INFO ] [FORECASTER] Starting predict_future for GDOT
[2025-11-20T23:08:32.918697] [DEBUG] [LOCAL     ] No optimal features file found for GDOT: ./output/feature-sets/GDOT.txt
[2025-11-20T23:08:32.918774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:32.918822] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:32.918866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:32.918940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:32.990167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:32.991416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:32.991558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:32.991611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:33.127577] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:33.127839] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:33.127897] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:33.127933] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:33.132059] [DEBUG] [FORECASTER] GDOT: Forecast T+1@11:T+2@11: UP (p=78.52%)
[2025-11-20T23:08:33.132406] [INFO ] [FORECASTER] Completed predict_future for GDOT
[2025-11-20T23:08:33.132592] [INFO ] [sig       ] GDOT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:33.359939] [INFO ] [LOCAL     ] Saved forecast: GDOT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GDOT.txt
[2025-11-20T23:08:33.360221] [INFO ] [sig       ] [263/1341] Completed GDOT in 0.5s | 2.67 sym/s | Total: 1.6m | ETA: 6.7m
[2025-11-20T23:08:33.360297] [INFO ] [sig       ] [264/1341] Forecasting GE...
[2025-11-20T23:08:33.360351] [INFO ] [sig       ] Generating forecast for: GE
[2025-11-20T23:08:33.360401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-11-20T23:08:33.374487] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GE'.
[2025-11-20T23:08:33.375057] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-11-20T23:08:33.375993] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-11-20T23:08:33.376065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:33.376130] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:33.376173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:33.376245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:33.446629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:33.447833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:33.447949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:33.447999] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:33.583416] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:33.583696] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:33.583779] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:33.583817] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:33.588180] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=71.59%)
[2025-11-20T23:08:33.588668] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-11-20T23:08:33.588857] [INFO ] [sig       ] GE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:33.750574] [INFO ] [LOCAL     ] Saved forecast: GE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GE.txt
[2025-11-20T23:08:33.750868] [INFO ] [sig       ] [264/1341] Completed GE in 0.4s | 2.67 sym/s | Total: 1.6m | ETA: 6.7m
[2025-11-20T23:08:33.750933] [INFO ] [sig       ] [265/1341] Forecasting GEF...
[2025-11-20T23:08:33.750978] [INFO ] [sig       ] Generating forecast for: GEF
[2025-11-20T23:08:33.751020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-11-20T23:08:33.764860] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GEF'.
[2025-11-20T23:08:33.765411] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-11-20T23:08:33.766378] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-11-20T23:08:33.766454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:33.766504] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:33.766547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:33.766625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:33.836782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:33.838025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:33.838141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:33.838204] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:33.971665] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:33.971911] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:33.972167] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:33.972205] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:33.976501] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=34.52%)
[2025-11-20T23:08:33.976920] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-11-20T23:08:33.977113] [INFO ] [sig       ] GEF: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:34.124481] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GEF.txt
[2025-11-20T23:08:34.124808] [INFO ] [sig       ] [265/1341] Completed GEF in 0.4s | 2.67 sym/s | Total: 1.7m | ETA: 6.7m
[2025-11-20T23:08:34.124872] [INFO ] [sig       ] [266/1341] Forecasting GEL...
[2025-11-20T23:08:34.124922] [INFO ] [sig       ] Generating forecast for: GEL
[2025-11-20T23:08:34.124967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-11-20T23:08:34.140209] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GEL'.
[2025-11-20T23:08:34.140921] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-11-20T23:08:34.142023] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-11-20T23:08:34.142105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:34.142154] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:34.142196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:34.142270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:34.213203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:34.214413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:34.214533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:34.214584] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:34.347320] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:34.347549] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:34.347602] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:34.347635] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:34.351749] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=81.03%)
[2025-11-20T23:08:34.352286] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-11-20T23:08:34.352553] [INFO ] [sig       ] GEL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:34.503543] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GEL.txt
[2025-11-20T23:08:34.504047] [INFO ] [sig       ] [266/1341] Completed GEL in 0.4s | 2.67 sym/s | Total: 1.7m | ETA: 6.7m
[2025-11-20T23:08:34.504122] [INFO ] [sig       ] [267/1341] Forecasting GEO...
[2025-11-20T23:08:34.504173] [INFO ] [sig       ] Generating forecast for: GEO
[2025-11-20T23:08:34.504221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEO' from 'https://tdm.silogroup.org/data/derivative_storage/GEO.csv'.
[2025-11-20T23:08:34.518207] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GEO'.
[2025-11-20T23:08:34.518793] [INFO ] [FORECASTER] Starting predict_future for GEO
[2025-11-20T23:08:34.519790] [DEBUG] [LOCAL     ] No optimal features file found for GEO: ./output/feature-sets/GEO.txt
[2025-11-20T23:08:34.519863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:34.519911] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:34.519950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:34.520021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:34.591433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:34.592618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:34.592769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:34.592823] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:34.728237] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:34.728479] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:34.728534] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:34.728568] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:34.732813] [DEBUG] [FORECASTER] GEO: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2025-11-20T23:08:34.733155] [INFO ] [FORECASTER] Completed predict_future for GEO
[2025-11-20T23:08:34.733333] [INFO ] [sig       ] GEO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:34.885817] [INFO ] [LOCAL     ] Saved forecast: GEO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GEO.txt
[2025-11-20T23:08:34.886082] [INFO ] [sig       ] [267/1341] Completed GEO in 0.4s | 2.67 sym/s | Total: 1.7m | ETA: 6.7m
[2025-11-20T23:08:34.886146] [INFO ] [sig       ] [268/1341] Forecasting GES...
[2025-11-20T23:08:34.886198] [INFO ] [sig       ] Generating forecast for: GES
[2025-11-20T23:08:34.886245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-11-20T23:08:34.899784] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GES'.
[2025-11-20T23:08:34.900258] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-11-20T23:08:34.901197] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-11-20T23:08:34.901333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:34.901383] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:34.901436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:34.901511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:34.974070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:34.975401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:34.975533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:34.975583] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:35.106534] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:35.106793] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:35.106874] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:35.106914] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:35.110895] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: DOWN (p=9.24%)
[2025-11-20T23:08:35.111243] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-11-20T23:08:35.111418] [INFO ] [sig       ] GES: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:35.255432] [INFO ] [LOCAL     ] Saved forecast: GES	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GES.txt
[2025-11-20T23:08:35.255684] [INFO ] [sig       ] [268/1341] Completed GES in 0.4s | 2.67 sym/s | Total: 1.7m | ETA: 6.7m
[2025-11-20T23:08:35.255746] [INFO ] [sig       ] [269/1341] Forecasting GETY...
[2025-11-20T23:08:35.255820] [INFO ] [sig       ] Generating forecast for: GETY
[2025-11-20T23:08:35.255868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GETY' from 'https://tdm.silogroup.org/data/derivative_storage/GETY.csv'.
[2025-11-20T23:08:35.269290] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GETY'.
[2025-11-20T23:08:35.269851] [INFO ] [FORECASTER] Starting predict_future for GETY
[2025-11-20T23:08:35.270794] [DEBUG] [LOCAL     ] No optimal features file found for GETY: ./output/feature-sets/GETY.txt
[2025-11-20T23:08:35.270866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:35.270915] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:35.270956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:35.271028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:35.338736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:35.339848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:35.339964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:35.340011] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:35.465374] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:35.465619] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:35.465694] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:35.465760] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:35.469795] [DEBUG] [FORECASTER] GETY: Forecast T+1@11:T+2@11: UP (p=92.29%)
[2025-11-20T23:08:35.470144] [INFO ] [FORECASTER] Completed predict_future for GETY
[2025-11-20T23:08:35.470324] [INFO ] [sig       ] GETY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:35.612345] [INFO ] [LOCAL     ] Saved forecast: GETY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GETY.txt
[2025-11-20T23:08:35.612660] [INFO ] [sig       ] [269/1341] Completed GETY in 0.4s | 2.67 sym/s | Total: 1.7m | ETA: 6.7m
[2025-11-20T23:08:35.612733] [INFO ] [sig       ] [270/1341] Forecasting GF...
[2025-11-20T23:08:35.612783] [INFO ] [sig       ] Generating forecast for: GF
[2025-11-20T23:08:35.612830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GF' from 'https://tdm.silogroup.org/data/derivative_storage/GF.csv'.
[2025-11-20T23:08:35.626780] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GF'.
[2025-11-20T23:08:35.627380] [INFO ] [FORECASTER] Starting predict_future for GF
[2025-11-20T23:08:35.628353] [DEBUG] [LOCAL     ] No optimal features file found for GF: ./output/feature-sets/GF.txt
[2025-11-20T23:08:35.628427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:35.628481] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:35.628529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:35.628617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:35.697190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:35.698384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:35.698502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:35.698562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:35.819734] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:35.819979] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:35.820035] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:35.820070] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:35.824247] [DEBUG] [FORECASTER] GF: Forecast T+1@11:T+2@11: UP (p=87.84%)
[2025-11-20T23:08:35.824589] [INFO ] [FORECASTER] Completed predict_future for GF
[2025-11-20T23:08:35.824798] [INFO ] [sig       ] GF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:35.972870] [INFO ] [LOCAL     ] Saved forecast: GF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GF.txt
[2025-11-20T23:08:35.973076] [INFO ] [sig       ] [270/1341] Completed GF in 0.4s | 2.67 sym/s | Total: 1.7m | ETA: 6.7m
[2025-11-20T23:08:35.973134] [INFO ] [sig       ] [271/1341] Forecasting GFF...
[2025-11-20T23:08:35.973178] [INFO ] [sig       ] Generating forecast for: GFF
[2025-11-20T23:08:35.973268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-11-20T23:08:35.986178] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GFF'.
[2025-11-20T23:08:35.986596] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-11-20T23:08:35.987588] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-11-20T23:08:35.987683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:35.987742] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:35.987792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:35.987873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:36.055539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:36.056679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:36.056794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:36.056870] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:36.178775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:36.179012] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:36.179064] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:36.179117] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:36.183059] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=83.73%)
[2025-11-20T23:08:36.183398] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-11-20T23:08:36.183567] [INFO ] [sig       ] GFF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:36.328484] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GFF.txt
[2025-11-20T23:08:36.328730] [INFO ] [sig       ] [271/1341] Completed GFF in 0.4s | 2.67 sym/s | Total: 1.7m | ETA: 6.7m
[2025-11-20T23:08:36.328829] [INFO ] [sig       ] [272/1341] Forecasting GFI...
[2025-11-20T23:08:36.328886] [INFO ] [sig       ] Generating forecast for: GFI
[2025-11-20T23:08:36.328928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-11-20T23:08:36.341631] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GFI'.
[2025-11-20T23:08:36.342132] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-11-20T23:08:36.343071] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-11-20T23:08:36.343153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:36.343212] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:36.343264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:36.343342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:36.412493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:36.413608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:36.413757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:36.413811] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:36.539901] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:36.540138] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:36.540192] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:36.540227] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:36.544291] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=98.97%)
[2025-11-20T23:08:36.544639] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-11-20T23:08:36.544850] [INFO ] [sig       ] GFI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:36.689242] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GFI.txt
[2025-11-20T23:08:36.689448] [INFO ] [sig       ] [272/1341] Completed GFI in 0.4s | 2.67 sym/s | Total: 1.7m | ETA: 6.7m
[2025-11-20T23:08:36.689507] [INFO ] [sig       ] [273/1341] Forecasting GFL...
[2025-11-20T23:08:36.689550] [INFO ] [sig       ] Generating forecast for: GFL
[2025-11-20T23:08:36.689595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-11-20T23:08:36.702865] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GFL'.
[2025-11-20T23:08:36.703496] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-11-20T23:08:36.704442] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-11-20T23:08:36.704519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:36.704570] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:36.704614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:36.704714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:36.771723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:36.772820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:36.772955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:36.773006] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:36.908935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:36.909252] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:36.909316] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:36.909354] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:36.913622] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=13.15%)
[2025-11-20T23:08:36.914052] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-11-20T23:08:36.914301] [INFO ] [sig       ] GFL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:37.064362] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GFL.txt
[2025-11-20T23:08:37.064565] [INFO ] [sig       ] [273/1341] Completed GFL in 0.4s | 2.67 sym/s | Total: 1.7m | ETA: 6.7m
[2025-11-20T23:08:37.064670] [INFO ] [sig       ] [274/1341] Forecasting GFR...
[2025-11-20T23:08:37.064727] [INFO ] [sig       ] Generating forecast for: GFR
[2025-11-20T23:08:37.064769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFR' from 'https://tdm.silogroup.org/data/derivative_storage/GFR.csv'.
[2025-11-20T23:08:37.078527] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GFR'.
[2025-11-20T23:08:37.079115] [INFO ] [FORECASTER] Starting predict_future for GFR
[2025-11-20T23:08:37.080128] [DEBUG] [LOCAL     ] No optimal features file found for GFR: ./output/feature-sets/GFR.txt
[2025-11-20T23:08:37.080205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:37.080254] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:37.080295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:37.080369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:37.150920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:37.152021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:37.152141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:37.152191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:37.279219] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:37.279450] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:37.279504] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:37.279537] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:37.283632] [DEBUG] [FORECASTER] GFR: Forecast T+1@11:T+2@11: UP (p=63.62%)
[2025-11-20T23:08:37.284017] [INFO ] [FORECASTER] Completed predict_future for GFR
[2025-11-20T23:08:37.284194] [INFO ] [sig       ] GFR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:37.427087] [INFO ] [LOCAL     ] Saved forecast: GFR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GFR.txt
[2025-11-20T23:08:37.427341] [INFO ] [sig       ] [274/1341] Completed GFR in 0.4s | 2.67 sym/s | Total: 1.7m | ETA: 6.7m
[2025-11-20T23:08:37.427426] [INFO ] [sig       ] [275/1341] Forecasting GGB...
[2025-11-20T23:08:37.427476] [INFO ] [sig       ] Generating forecast for: GGB
[2025-11-20T23:08:37.427525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-11-20T23:08:37.440786] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GGB'.
[2025-11-20T23:08:37.441303] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-11-20T23:08:37.442237] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-11-20T23:08:37.442311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:37.442360] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:37.442402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:37.442489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:37.509635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:37.510791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:37.510912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:37.510967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:37.632886] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:37.633131] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:37.633185] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:37.633219] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:37.637225] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=38.93%)
[2025-11-20T23:08:37.637777] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-11-20T23:08:37.638020] [INFO ] [sig       ] GGB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:37.779927] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GGB.txt
[2025-11-20T23:08:37.780164] [INFO ] [sig       ] [275/1341] Completed GGB in 0.4s | 2.67 sym/s | Total: 1.7m | ETA: 6.7m
[2025-11-20T23:08:37.780223] [INFO ] [sig       ] [276/1341] Forecasting GGG...
[2025-11-20T23:08:37.780294] [INFO ] [sig       ] Generating forecast for: GGG
[2025-11-20T23:08:37.780344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-11-20T23:08:37.793011] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GGG'.
[2025-11-20T23:08:37.793477] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-11-20T23:08:37.794381] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-11-20T23:08:37.794453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:37.794502] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:37.794542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:37.794608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:37.863244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:37.864420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:37.864537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:37.864585] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:37.999968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:38.000249] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:38.000321] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:38.000374] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:38.004540] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=6.47%)
[2025-11-20T23:08:38.004916] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-11-20T23:08:38.005119] [INFO ] [sig       ] GGG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:38.153330] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GGG.txt
[2025-11-20T23:08:38.153541] [INFO ] [sig       ] [276/1341] Completed GGG in 0.4s | 2.67 sym/s | Total: 1.7m | ETA: 6.6m
[2025-11-20T23:08:38.153681] [INFO ] [sig       ] [277/1341] Forecasting GGT...
[2025-11-20T23:08:38.153749] [INFO ] [sig       ] Generating forecast for: GGT
[2025-11-20T23:08:38.153813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGT' from 'https://tdm.silogroup.org/data/derivative_storage/GGT.csv'.
[2025-11-20T23:08:38.166791] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GGT'.
[2025-11-20T23:08:38.167282] [INFO ] [FORECASTER] Starting predict_future for GGT
[2025-11-20T23:08:38.168171] [DEBUG] [LOCAL     ] No optimal features file found for GGT: ./output/feature-sets/GGT.txt
[2025-11-20T23:08:38.168261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:38.168311] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:38.168354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:38.168429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:38.240922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:38.242034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:38.242151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:38.242201] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:38.357735] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:38.357983] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:38.358042] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:38.358080] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:38.361981] [DEBUG] [FORECASTER] GGT: Forecast T+1@11:T+2@11: DOWN (p=5.79%)
[2025-11-20T23:08:38.362300] [INFO ] [FORECASTER] Completed predict_future for GGT
[2025-11-20T23:08:38.362480] [INFO ] [sig       ] GGT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:38.509448] [INFO ] [LOCAL     ] Saved forecast: GGT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GGT.txt
[2025-11-20T23:08:38.509704] [INFO ] [sig       ] [277/1341] Completed GGT in 0.4s | 2.67 sym/s | Total: 1.7m | ETA: 6.6m
[2025-11-20T23:08:38.509773] [INFO ] [sig       ] [278/1341] Forecasting GGZ...
[2025-11-20T23:08:38.509818] [INFO ] [sig       ] Generating forecast for: GGZ
[2025-11-20T23:08:38.509861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGZ' from 'https://tdm.silogroup.org/data/derivative_storage/GGZ.csv'.
[2025-11-20T23:08:38.521751] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GGZ'.
[2025-11-20T23:08:38.522045] [INFO ] [FORECASTER] Starting predict_future for GGZ
[2025-11-20T23:08:38.522947] [DEBUG] [LOCAL     ] No optimal features file found for GGZ: ./output/feature-sets/GGZ.txt
[2025-11-20T23:08:38.523019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:38.523066] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:38.523108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:38.523188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:38.590359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:38.591136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:38.591240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:38.591289] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:38.704003] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:38.704243] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:38.704291] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:38.704325] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:38.707966] [DEBUG] [FORECASTER] GGZ: Forecast T+1@11:T+2@11: UP (p=77.64%)
[2025-11-20T23:08:38.708268] [INFO ] [FORECASTER] Completed predict_future for GGZ
[2025-11-20T23:08:38.708461] [INFO ] [sig       ] GGZ: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:38.848511] [INFO ] [LOCAL     ] Saved forecast: GGZ	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GGZ.txt
[2025-11-20T23:08:38.848702] [INFO ] [sig       ] [278/1341] Completed GGZ in 0.3s | 2.67 sym/s | Total: 1.7m | ETA: 6.6m
[2025-11-20T23:08:38.848785] [INFO ] [sig       ] [279/1341] Forecasting GHG...
[2025-11-20T23:08:38.848844] [INFO ] [sig       ] Generating forecast for: GHG
[2025-11-20T23:08:38.848892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHG' from 'https://tdm.silogroup.org/data/derivative_storage/GHG.csv'.
[2025-11-20T23:08:38.860458] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GHG'.
[2025-11-20T23:08:38.860984] [INFO ] [FORECASTER] Starting predict_future for GHG
[2025-11-20T23:08:38.861890] [DEBUG] [LOCAL     ] No optimal features file found for GHG: ./output/feature-sets/GHG.txt
[2025-11-20T23:08:38.861962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:38.862009] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:38.862042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:38.862115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:38.929492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:38.930411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:38.930524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:38.930574] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:39.030759] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:39.030990] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:39.031046] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:39.031082] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:39.034776] [DEBUG] [FORECASTER] GHG: Forecast T+1@11:T+2@11: UP (p=71.29%)
[2025-11-20T23:08:39.035096] [INFO ] [FORECASTER] Completed predict_future for GHG
[2025-11-20T23:08:39.035284] [INFO ] [sig       ] GHG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:39.176350] [INFO ] [LOCAL     ] Saved forecast: GHG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GHG.txt
[2025-11-20T23:08:39.176533] [INFO ] [sig       ] [279/1341] Completed GHG in 0.3s | 2.67 sym/s | Total: 1.7m | ETA: 6.6m
[2025-11-20T23:08:39.176587] [INFO ] [sig       ] [280/1341] Forecasting GHI...
[2025-11-20T23:08:39.176671] [INFO ] [sig       ] Generating forecast for: GHI
[2025-11-20T23:08:39.176715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-11-20T23:08:39.190611] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GHI'.
[2025-11-20T23:08:39.191172] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-11-20T23:08:39.192175] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-11-20T23:08:39.192253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:39.192311] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:39.192351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:39.192432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:39.263392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:39.264583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:39.264726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:39.264781] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:39.389437] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:39.389738] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:39.389857] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:39.389896] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:39.394589] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: UP (p=86.99%)
[2025-11-20T23:08:39.395194] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-11-20T23:08:39.395406] [INFO ] [sig       ] GHI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:39.551130] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GHI.txt
[2025-11-20T23:08:39.551430] [INFO ] [sig       ] [280/1341] Completed GHI in 0.4s | 2.67 sym/s | Total: 1.7m | ETA: 6.6m
[2025-11-20T23:08:39.551511] [INFO ] [sig       ] [281/1341] Forecasting GHM...
[2025-11-20T23:08:39.551561] [INFO ] [sig       ] Generating forecast for: GHM
[2025-11-20T23:08:39.551606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-11-20T23:08:39.565503] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GHM'.
[2025-11-20T23:08:39.566182] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-11-20T23:08:39.567201] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-11-20T23:08:39.567282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:39.567363] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:39.567412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:39.567488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:39.636392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:39.637222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:39.637328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:39.637379] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:39.766697] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:39.766933] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:39.766983] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:39.767018] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:39.770598] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: DOWN (p=26.82%)
[2025-11-20T23:08:39.770923] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-11-20T23:08:39.771086] [INFO ] [sig       ] GHM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:39.914861] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GHM.txt
[2025-11-20T23:08:39.915052] [INFO ] [sig       ] [281/1341] Completed GHM in 0.4s | 2.67 sym/s | Total: 1.8m | ETA: 6.6m
[2025-11-20T23:08:39.915110] [INFO ] [sig       ] [282/1341] Forecasting GHY...
[2025-11-20T23:08:39.915154] [INFO ] [sig       ] Generating forecast for: GHY
[2025-11-20T23:08:39.915195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-11-20T23:08:39.929978] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GHY'.
[2025-11-20T23:08:39.930713] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-11-20T23:08:39.931723] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-11-20T23:08:39.931798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:39.931851] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:39.931895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:39.931973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:40.002298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:40.003439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:40.003561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:40.003614] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:40.126711] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:40.126981] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:40.127041] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:40.127076] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:40.131208] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=82.58%)
[2025-11-20T23:08:40.131579] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-11-20T23:08:40.131805] [INFO ] [sig       ] GHY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:40.290434] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GHY.txt
[2025-11-20T23:08:40.290774] [INFO ] [sig       ] [282/1341] Completed GHY in 0.4s | 2.67 sym/s | Total: 1.8m | ETA: 6.6m
[2025-11-20T23:08:40.290840] [INFO ] [sig       ] [283/1341] Forecasting GIB...
[2025-11-20T23:08:40.290891] [INFO ] [sig       ] Generating forecast for: GIB
[2025-11-20T23:08:40.290942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-11-20T23:08:40.306536] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GIB'.
[2025-11-20T23:08:40.307239] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-11-20T23:08:40.308325] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-11-20T23:08:40.308406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:40.308467] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:40.308510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:40.308582] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:40.387525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:40.388817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:40.388952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:40.389008] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:40.543222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:40.543527] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:40.543606] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:40.543674] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:40.550158] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: DOWN (p=19.09%)
[2025-11-20T23:08:40.551034] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-11-20T23:08:40.551421] [INFO ] [sig       ] GIB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:40.797406] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GIB.txt
[2025-11-20T23:08:40.797867] [INFO ] [sig       ] [283/1341] Completed GIB in 0.5s | 2.67 sym/s | Total: 1.8m | ETA: 6.6m
[2025-11-20T23:08:40.798012] [INFO ] [sig       ] [284/1341] Forecasting GIC...
[2025-11-20T23:08:40.798060] [INFO ] [sig       ] Generating forecast for: GIC
[2025-11-20T23:08:40.798112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIC' from 'https://tdm.silogroup.org/data/derivative_storage/GIC.csv'.
[2025-11-20T23:08:40.817076] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GIC'.
[2025-11-20T23:08:40.817805] [INFO ] [FORECASTER] Starting predict_future for GIC
[2025-11-20T23:08:40.819002] [DEBUG] [LOCAL     ] No optimal features file found for GIC: ./output/feature-sets/GIC.txt
[2025-11-20T23:08:40.819094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:40.819185] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:40.819258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:40.819369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:40.918079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:40.919346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:40.919476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:40.919529] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:41.087520] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:41.087833] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:41.087934] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:41.088017] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:41.093244] [DEBUG] [FORECASTER] GIC: Forecast T+1@11:T+2@11: UP (p=76.80%)
[2025-11-20T23:08:41.094146] [INFO ] [FORECASTER] Completed predict_future for GIC
[2025-11-20T23:08:41.094512] [INFO ] [sig       ] GIC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:41.312811] [INFO ] [LOCAL     ] Saved forecast: GIC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GIC.txt
[2025-11-20T23:08:41.313150] [INFO ] [sig       ] [284/1341] Completed GIC in 0.5s | 2.67 sym/s | Total: 1.8m | ETA: 6.6m
[2025-11-20T23:08:41.313244] [INFO ] [sig       ] [285/1341] Forecasting GIS...
[2025-11-20T23:08:41.313303] [INFO ] [sig       ] Generating forecast for: GIS
[2025-11-20T23:08:41.313368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-11-20T23:08:41.327913] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GIS'.
[2025-11-20T23:08:41.328447] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-11-20T23:08:41.329461] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-11-20T23:08:41.329549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:41.329598] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:41.329667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:41.329756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:41.401360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:41.402465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:41.402580] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:41.402630] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:41.540541] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:41.540794] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:41.540851] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:41.540887] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:41.544598] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: DOWN (p=27.61%)
[2025-11-20T23:08:41.545077] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-11-20T23:08:41.545245] [INFO ] [sig       ] GIS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:41.692223] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GIS.txt
[2025-11-20T23:08:41.692403] [INFO ] [sig       ] [285/1341] Completed GIS in 0.4s | 2.67 sym/s | Total: 1.8m | ETA: 6.6m
[2025-11-20T23:08:41.692460] [INFO ] [sig       ] [286/1341] Forecasting GKOS...
[2025-11-20T23:08:41.692530] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-11-20T23:08:41.692567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-11-20T23:08:41.705197] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GKOS'.
[2025-11-20T23:08:41.705693] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-11-20T23:08:41.706582] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-11-20T23:08:41.706678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:41.706731] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:41.706775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:41.706848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:41.775661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:41.776607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:41.776771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:41.776825] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:41.909274] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:41.909485] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:41.909543] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:41.909584] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:41.913545] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=84.50%)
[2025-11-20T23:08:41.914070] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-11-20T23:08:41.914307] [INFO ] [sig       ] GKOS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:42.058031] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GKOS.txt
[2025-11-20T23:08:42.058250] [INFO ] [sig       ] [286/1341] Completed GKOS in 0.4s | 2.67 sym/s | Total: 1.8m | ETA: 6.6m
[2025-11-20T23:08:42.058363] [INFO ] [sig       ] [287/1341] Forecasting GL...
[2025-11-20T23:08:42.058413] [INFO ] [sig       ] Generating forecast for: GL
[2025-11-20T23:08:42.058456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-11-20T23:08:42.071187] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GL'.
[2025-11-20T23:08:42.071661] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-11-20T23:08:42.072478] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-11-20T23:08:42.072602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:42.072667] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:42.072710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:42.072781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:42.140255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:42.141247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:42.141353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:42.141402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:42.248518] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:42.248749] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:42.248805] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:42.248839] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:42.252315] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=80.76%)
[2025-11-20T23:08:42.252613] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-11-20T23:08:42.252782] [INFO ] [sig       ] GL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:42.394080] [INFO ] [LOCAL     ] Saved forecast: GL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GL.txt
[2025-11-20T23:08:42.394245] [INFO ] [sig       ] [287/1341] Completed GL in 0.3s | 2.67 sym/s | Total: 1.8m | ETA: 6.6m
[2025-11-20T23:08:42.394302] [INFO ] [sig       ] [288/1341] Forecasting GLOB...
[2025-11-20T23:08:42.394375] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-11-20T23:08:42.394422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-11-20T23:08:42.406189] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GLOB'.
[2025-11-20T23:08:42.406575] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-11-20T23:08:42.407418] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-11-20T23:08:42.407491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:42.407538] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:42.407593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:42.407683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:42.478868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:42.479563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:42.479684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:42.479737] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:42.589182] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:42.589337] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:42.589381] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:42.589415] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:42.592920] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=23.79%)
[2025-11-20T23:08:42.593245] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-11-20T23:08:42.593407] [INFO ] [sig       ] GLOB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:42.744837] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GLOB.txt
[2025-11-20T23:08:42.745016] [INFO ] [sig       ] [288/1341] Completed GLOB in 0.4s | 2.67 sym/s | Total: 1.8m | ETA: 6.6m
[2025-11-20T23:08:42.745081] [INFO ] [sig       ] [289/1341] Forecasting GLP...
[2025-11-20T23:08:42.745148] [INFO ] [sig       ] Generating forecast for: GLP
[2025-11-20T23:08:42.745201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-11-20T23:08:42.757081] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GLP'.
[2025-11-20T23:08:42.757502] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-11-20T23:08:42.758375] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-11-20T23:08:42.758449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:42.758499] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:42.758540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:42.758616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:42.829871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:42.830530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:42.830629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:42.830702] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:42.939101] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:42.939262] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:42.939306] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:42.939340] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:42.942706] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: UP (p=86.80%)
[2025-11-20T23:08:42.943218] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-11-20T23:08:42.943444] [INFO ] [sig       ] GLP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:43.088331] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GLP.txt
[2025-11-20T23:08:43.088485] [INFO ] [sig       ] [289/1341] Completed GLP in 0.3s | 2.67 sym/s | Total: 1.8m | ETA: 6.6m
[2025-11-20T23:08:43.088551] [INFO ] [sig       ] [290/1341] Forecasting GLW...
[2025-11-20T23:08:43.088597] [INFO ] [sig       ] Generating forecast for: GLW
[2025-11-20T23:08:43.088683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLW' from 'https://tdm.silogroup.org/data/derivative_storage/GLW.csv'.
[2025-11-20T23:08:43.100248] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GLW'.
[2025-11-20T23:08:43.100613] [INFO ] [FORECASTER] Starting predict_future for GLW
[2025-11-20T23:08:43.101450] [DEBUG] [LOCAL     ] No optimal features file found for GLW: ./output/feature-sets/GLW.txt
[2025-11-20T23:08:43.101523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:43.101571] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:43.101612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:43.101704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:43.170252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:43.170925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:43.171027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:43.171072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:43.280896] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:43.281120] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:43.281168] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:43.281202] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:43.284773] [DEBUG] [FORECASTER] GLW: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2025-11-20T23:08:43.285102] [INFO ] [FORECASTER] Completed predict_future for GLW
[2025-11-20T23:08:43.285248] [INFO ] [sig       ] GLW: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:43.427887] [INFO ] [LOCAL     ] Saved forecast: GLW	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GLW.txt
[2025-11-20T23:08:43.428059] [INFO ] [sig       ] [290/1341] Completed GLW in 0.3s | 2.67 sym/s | Total: 1.8m | ETA: 6.6m
[2025-11-20T23:08:43.428127] [INFO ] [sig       ] [291/1341] Forecasting GME...
[2025-11-20T23:08:43.428172] [INFO ] [sig       ] Generating forecast for: GME
[2025-11-20T23:08:43.428244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-11-20T23:08:43.439951] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GME'.
[2025-11-20T23:08:43.440302] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-11-20T23:08:43.441115] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-11-20T23:08:43.441187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:43.441234] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:43.441275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:43.441345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:43.511448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:43.512114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:43.512212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:43.512259] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:43.639423] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:43.639587] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:43.639630] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:43.639694] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:43.643042] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: UP (p=50.35%)
[2025-11-20T23:08:43.643366] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-11-20T23:08:43.643529] [INFO ] [sig       ] GME: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:43.791198] [INFO ] [LOCAL     ] Saved forecast: GME	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GME.txt
[2025-11-20T23:08:43.791360] [INFO ] [sig       ] [291/1341] Completed GME in 0.4s | 2.67 sym/s | Total: 1.8m | ETA: 6.6m
[2025-11-20T23:08:43.791417] [INFO ] [sig       ] [292/1341] Forecasting GMED...
[2025-11-20T23:08:43.791473] [INFO ] [sig       ] Generating forecast for: GMED
[2025-11-20T23:08:43.791514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-11-20T23:08:43.803091] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GMED'.
[2025-11-20T23:08:43.803456] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-11-20T23:08:43.804271] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-11-20T23:08:43.804343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:43.804389] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:43.804430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:43.804502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:43.873097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:43.873761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:43.873859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:43.873906] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:44.006416] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:44.006559] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:44.006602] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:44.006634] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:44.010024] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-11-20T23:08:44.010313] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-11-20T23:08:44.010472] [INFO ] [sig       ] GMED: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:44.155980] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GMED.txt
[2025-11-20T23:08:44.156142] [INFO ] [sig       ] [292/1341] Completed GMED in 0.4s | 2.67 sym/s | Total: 1.8m | ETA: 6.6m
[2025-11-20T23:08:44.156196] [INFO ] [sig       ] [293/1341] Forecasting GMRE...
[2025-11-20T23:08:44.156238] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-11-20T23:08:44.156280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-11-20T23:08:44.168273] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GMRE'.
[2025-11-20T23:08:44.168663] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-11-20T23:08:44.169511] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-11-20T23:08:44.169584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:44.169632] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:44.169705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:44.169781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:44.239537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:44.240191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:44.240287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:44.240336] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:44.364951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:44.365189] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:44.365243] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:44.365281] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:44.369686] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=51.90%)
[2025-11-20T23:08:44.370079] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-11-20T23:08:44.370259] [INFO ] [sig       ] GMRE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:44.539179] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GMRE.txt
[2025-11-20T23:08:44.539414] [INFO ] [sig       ] [293/1341] Completed GMRE in 0.4s | 2.67 sym/s | Total: 1.8m | ETA: 6.5m
[2025-11-20T23:08:44.539475] [INFO ] [sig       ] [294/1341] Forecasting GNE...
[2025-11-20T23:08:44.539548] [INFO ] [sig       ] Generating forecast for: GNE
[2025-11-20T23:08:44.539591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-11-20T23:08:44.553506] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GNE'.
[2025-11-20T23:08:44.554057] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-11-20T23:08:44.555022] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-11-20T23:08:44.555099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:44.555151] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:44.555192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:44.555269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:44.625756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:44.627062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:44.627199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:44.627249] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:44.755272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:44.755521] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:44.755579] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:44.755614] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:44.759693] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=91.21%)
[2025-11-20T23:08:44.760034] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-11-20T23:08:44.760244] [INFO ] [sig       ] GNE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:44.907670] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GNE.txt
[2025-11-20T23:08:44.907932] [INFO ] [sig       ] [294/1341] Completed GNE in 0.4s | 2.67 sym/s | Total: 1.8m | ETA: 6.5m
[2025-11-20T23:08:44.907996] [INFO ] [sig       ] [295/1341] Forecasting GNK...
[2025-11-20T23:08:44.908061] [INFO ] [sig       ] Generating forecast for: GNK
[2025-11-20T23:08:44.908103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-11-20T23:08:44.922323] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GNK'.
[2025-11-20T23:08:44.922983] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-11-20T23:08:44.923947] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-11-20T23:08:44.924023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:44.924067] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:44.924110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:44.924191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:44.997225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:44.998282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:44.998399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:44.998452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:45.126532] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:45.126796] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:45.126905] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:45.126956] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:45.131094] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: DOWN (p=27.53%)
[2025-11-20T23:08:45.131476] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-11-20T23:08:45.131689] [INFO ] [sig       ] GNK: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:45.277317] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GNK.txt
[2025-11-20T23:08:45.277551] [INFO ] [sig       ] [295/1341] Completed GNK in 0.4s | 2.67 sym/s | Total: 1.8m | ETA: 6.5m
[2025-11-20T23:08:45.277608] [INFO ] [sig       ] [296/1341] Forecasting GPOR...
[2025-11-20T23:08:45.277689] [INFO ] [sig       ] Generating forecast for: GPOR
[2025-11-20T23:08:45.277786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPOR' from 'https://tdm.silogroup.org/data/derivative_storage/GPOR.csv'.
[2025-11-20T23:08:45.291566] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GPOR'.
[2025-11-20T23:08:45.292070] [INFO ] [FORECASTER] Starting predict_future for GPOR
[2025-11-20T23:08:45.293014] [DEBUG] [LOCAL     ] No optimal features file found for GPOR: ./output/feature-sets/GPOR.txt
[2025-11-20T23:08:45.293088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:45.293137] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:45.293180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:45.293252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:45.363958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:45.365372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:45.365504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:45.365556] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:45.493239] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:45.493495] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:45.493553] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:45.493588] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:45.498169] [DEBUG] [FORECASTER] GPOR: Forecast T+1@11:T+2@11: UP (p=90.67%)
[2025-11-20T23:08:45.498524] [INFO ] [FORECASTER] Completed predict_future for GPOR
[2025-11-20T23:08:45.498771] [INFO ] [sig       ] GPOR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:45.651567] [INFO ] [LOCAL     ] Saved forecast: GPOR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GPOR.txt
[2025-11-20T23:08:45.651915] [INFO ] [sig       ] [296/1341] Completed GPOR in 0.4s | 2.67 sym/s | Total: 1.8m | ETA: 6.5m
[2025-11-20T23:08:45.651985] [INFO ] [sig       ] [297/1341] Forecasting GPRK...
[2025-11-20T23:08:45.652033] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-11-20T23:08:45.652076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-11-20T23:08:45.665939] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GPRK'.
[2025-11-20T23:08:45.666557] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-11-20T23:08:45.667586] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-11-20T23:08:45.667684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:45.667738] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:45.667782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:45.667863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:45.742001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:45.743179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:45.743316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:45.743427] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:45.874431] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:45.874734] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:45.874824] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:45.874877] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:45.879078] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: DOWN (p=7.52%)
[2025-11-20T23:08:45.879479] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-11-20T23:08:45.879703] [INFO ] [sig       ] GPRK: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:46.025948] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GPRK.txt
[2025-11-20T23:08:46.026185] [INFO ] [sig       ] [297/1341] Completed GPRK in 0.4s | 2.67 sym/s | Total: 1.9m | ETA: 6.5m
[2025-11-20T23:08:46.026275] [INFO ] [sig       ] [298/1341] Forecasting GRBK...
[2025-11-20T23:08:46.026322] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-11-20T23:08:46.026370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-11-20T23:08:46.041022] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GRBK'.
[2025-11-20T23:08:46.041570] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-11-20T23:08:46.042579] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-11-20T23:08:46.042679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:46.042733] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:46.042780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:46.042855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:46.114296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:46.115473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:46.115594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:46.115668] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:46.239775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:46.240040] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:46.240097] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:46.240134] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:46.244238] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: UP (p=74.95%)
[2025-11-20T23:08:46.244608] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-11-20T23:08:46.244806] [INFO ] [sig       ] GRBK: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:46.389486] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GRBK.txt
[2025-11-20T23:08:46.389756] [INFO ] [sig       ] [298/1341] Completed GRBK in 0.4s | 2.67 sym/s | Total: 1.9m | ETA: 6.5m
[2025-11-20T23:08:46.389843] [INFO ] [sig       ] [299/1341] Forecasting GRC...
[2025-11-20T23:08:46.389889] [INFO ] [sig       ] Generating forecast for: GRC
[2025-11-20T23:08:46.389936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-11-20T23:08:46.403227] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GRC'.
[2025-11-20T23:08:46.403816] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-11-20T23:08:46.404741] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-11-20T23:08:46.404814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:46.404863] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:46.404903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:46.404978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:46.473207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:46.474355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:46.474474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:46.474523] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:46.603172] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:46.603429] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:46.603482] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:46.603516] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:46.607621] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=96.22%)
[2025-11-20T23:08:46.608133] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-11-20T23:08:46.608318] [INFO ] [sig       ] GRC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:46.754372] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GRC.txt
[2025-11-20T23:08:46.754611] [INFO ] [sig       ] [299/1341] Completed GRC in 0.4s | 2.67 sym/s | Total: 1.9m | ETA: 6.5m
[2025-11-20T23:08:46.754720] [INFO ] [sig       ] [300/1341] Forecasting GUG...
[2025-11-20T23:08:46.754767] [INFO ] [sig       ] Generating forecast for: GUG
[2025-11-20T23:08:46.754811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-11-20T23:08:46.768395] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GUG'.
[2025-11-20T23:08:46.768991] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-11-20T23:08:46.769952] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-11-20T23:08:46.770027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:46.770076] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:46.770121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:46.770198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:46.838564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:46.839700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:46.839814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:46.839868] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:46.972612] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:46.972864] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:46.972919] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:46.972955] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:46.977254] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: DOWN (p=48.67%)
[2025-11-20T23:08:46.977638] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-11-20T23:08:46.977897] [INFO ] [sig       ] GUG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:47.123807] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GUG.txt
[2025-11-20T23:08:47.124036] [INFO ] [sig       ] [300/1341] Completed GUG in 0.4s | 2.67 sym/s | Total: 1.9m | ETA: 6.5m
[2025-11-20T23:08:47.124098] [INFO ] [sig       ] [301/1341] Forecasting GUT...
[2025-11-20T23:08:47.124173] [INFO ] [sig       ] Generating forecast for: GUT
[2025-11-20T23:08:47.124215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUT' from 'https://tdm.silogroup.org/data/derivative_storage/GUT.csv'.
[2025-11-20T23:08:47.137441] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GUT'.
[2025-11-20T23:08:47.137940] [INFO ] [FORECASTER] Starting predict_future for GUT
[2025-11-20T23:08:47.138849] [DEBUG] [LOCAL     ] No optimal features file found for GUT: ./output/feature-sets/GUT.txt
[2025-11-20T23:08:47.138924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:47.138986] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:47.139037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:47.139112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:47.207999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:47.209114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:47.209252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:47.209299] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:47.319251] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:47.319491] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:47.319545] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:47.319580] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:47.323464] [DEBUG] [FORECASTER] GUT: Forecast T+1@11:T+2@11: UP (p=95.36%)
[2025-11-20T23:08:47.323816] [INFO ] [FORECASTER] Completed predict_future for GUT
[2025-11-20T23:08:47.324019] [INFO ] [sig       ] GUT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:47.470224] [INFO ] [LOCAL     ] Saved forecast: GUT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GUT.txt
[2025-11-20T23:08:47.470480] [INFO ] [sig       ] [301/1341] Completed GUT in 0.3s | 2.67 sym/s | Total: 1.9m | ETA: 6.5m
[2025-11-20T23:08:47.470540] [INFO ] [sig       ] [302/1341] Forecasting GVA...
[2025-11-20T23:08:47.470589] [INFO ] [sig       ] Generating forecast for: GVA
[2025-11-20T23:08:47.470635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-11-20T23:08:47.484051] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GVA'.
[2025-11-20T23:08:47.484543] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-11-20T23:08:47.485472] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-11-20T23:08:47.485546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:47.485596] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:47.485637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:47.485736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:47.558698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:47.560080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:47.560242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:47.560294] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:47.679457] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:47.679736] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:47.679811] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:47.679859] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:47.684107] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=91.56%)
[2025-11-20T23:08:47.684474] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-11-20T23:08:47.684668] [INFO ] [sig       ] GVA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:47.826303] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/GVA.txt
[2025-11-20T23:08:47.826525] [INFO ] [sig       ] [302/1341] Completed GVA in 0.4s | 2.67 sym/s | Total: 1.9m | ETA: 6.5m
[2025-11-20T23:08:47.826613] [INFO ] [sig       ] [303/1341] Forecasting GWH...
[2025-11-20T23:08:47.826675] [INFO ] [sig       ] Generating forecast for: GWH
[2025-11-20T23:08:47.826725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-11-20T23:08:47.839752] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GWH'.
[2025-11-20T23:08:47.840224] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-11-20T23:08:47.841172] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-11-20T23:08:47.841244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:47.841293] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:47.841336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:47.841406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:47.911518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:47.912666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:47.912786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:47.912837] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:48.031870] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:48.032119] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:48.032185] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:48.032221] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:48.036535] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2025-11-20T23:08:48.036929] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-11-20T23:08:48.037109] [INFO ] [sig       ] GWH: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:48.184547] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GWH.txt
[2025-11-20T23:08:48.184764] [INFO ] [sig       ] [303/1341] Completed GWH in 0.4s | 2.67 sym/s | Total: 1.9m | ETA: 6.5m
[2025-11-20T23:08:48.184823] [INFO ] [sig       ] [304/1341] Forecasting GWRE...
[2025-11-20T23:08:48.184868] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-11-20T23:08:48.184968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-11-20T23:08:48.198121] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GWRE'.
[2025-11-20T23:08:48.198634] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-11-20T23:08:48.199606] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-11-20T23:08:48.199698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:48.199746] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:48.199786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:48.199857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:48.270602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:48.271667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:48.271781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:48.271829] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:48.387702] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:48.387932] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:48.387993] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:48.388030] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:48.391968] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=19.69%)
[2025-11-20T23:08:48.392297] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-11-20T23:08:48.392453] [INFO ] [sig       ] GWRE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:48.537921] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GWRE.txt
[2025-11-20T23:08:48.538135] [INFO ] [sig       ] [304/1341] Completed GWRE in 0.4s | 2.67 sym/s | Total: 1.9m | ETA: 6.5m
[2025-11-20T23:08:48.538230] [INFO ] [sig       ] [305/1341] Forecasting GXO...
[2025-11-20T23:08:48.538291] [INFO ] [sig       ] Generating forecast for: GXO
[2025-11-20T23:08:48.538343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXO' from 'https://tdm.silogroup.org/data/derivative_storage/GXO.csv'.
[2025-11-20T23:08:48.551620] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'GXO'.
[2025-11-20T23:08:48.552126] [INFO ] [FORECASTER] Starting predict_future for GXO
[2025-11-20T23:08:48.553072] [DEBUG] [LOCAL     ] No optimal features file found for GXO: ./output/feature-sets/GXO.txt
[2025-11-20T23:08:48.553148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:48.553197] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:48.553242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:48.553319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:48.624144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:48.625182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:48.625296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:48.625345] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:48.753952] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:48.754192] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:48.754245] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:48.754281] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:48.758347] [DEBUG] [FORECASTER] GXO: Forecast T+1@11:T+2@11: DOWN (p=18.67%)
[2025-11-20T23:08:48.758720] [INFO ] [FORECASTER] Completed predict_future for GXO
[2025-11-20T23:08:48.759067] [INFO ] [sig       ] GXO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:48.905347] [INFO ] [LOCAL     ] Saved forecast: GXO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/GXO.txt
[2025-11-20T23:08:48.905622] [INFO ] [sig       ] [305/1341] Completed GXO in 0.4s | 2.67 sym/s | Total: 1.9m | ETA: 6.5m
[2025-11-20T23:08:48.905706] [INFO ] [sig       ] [306/1341] Forecasting H...
[2025-11-20T23:08:48.905752] [INFO ] [sig       ] Generating forecast for: H
[2025-11-20T23:08:48.905800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-11-20T23:08:48.922517] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'H'.
[2025-11-20T23:08:48.923070] [INFO ] [FORECASTER] Starting predict_future for H
[2025-11-20T23:08:48.924007] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-11-20T23:08:48.924080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:48.924130] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:48.924175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:48.924252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:48.995758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:48.996972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:48.997097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:48.997157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:49.128334] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:49.128577] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:49.128630] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:49.128705] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:49.132828] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: UP (p=62.71%)
[2025-11-20T23:08:49.133248] [INFO ] [FORECASTER] Completed predict_future for H
[2025-11-20T23:08:49.133428] [INFO ] [sig       ] H: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:49.278258] [INFO ] [LOCAL     ] Saved forecast: H	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/H.txt
[2025-11-20T23:08:49.278504] [INFO ] [sig       ] [306/1341] Completed H in 0.4s | 2.67 sym/s | Total: 1.9m | ETA: 6.5m
[2025-11-20T23:08:49.278595] [INFO ] [sig       ] [307/1341] Forecasting HAE...
[2025-11-20T23:08:49.278662] [INFO ] [sig       ] Generating forecast for: HAE
[2025-11-20T23:08:49.278713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-11-20T23:08:49.292488] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HAE'.
[2025-11-20T23:08:49.292974] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-11-20T23:08:49.293927] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-11-20T23:08:49.294000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:49.294048] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:49.294088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:49.294162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:49.364668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:49.365896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:49.366016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:49.366066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:49.498698] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:49.498968] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:49.499026] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:49.499063] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:49.503129] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2025-11-20T23:08:49.503486] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-11-20T23:08:49.503683] [INFO ] [sig       ] HAE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:49.651151] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HAE.txt
[2025-11-20T23:08:49.651388] [INFO ] [sig       ] [307/1341] Completed HAE in 0.4s | 2.67 sym/s | Total: 1.9m | ETA: 6.4m
[2025-11-20T23:08:49.651479] [INFO ] [sig       ] [308/1341] Forecasting HAL...
[2025-11-20T23:08:49.651522] [INFO ] [sig       ] Generating forecast for: HAL
[2025-11-20T23:08:49.651567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-11-20T23:08:49.665160] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HAL'.
[2025-11-20T23:08:49.665666] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-11-20T23:08:49.666595] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-11-20T23:08:49.666686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:49.666737] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:49.666777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:49.666871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:49.736954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:49.738165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:49.738283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:49.738330] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:49.866971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:49.867205] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:49.867263] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:49.867566] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:49.871570] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: UP (p=52.96%)
[2025-11-20T23:08:49.871918] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-11-20T23:08:49.872100] [INFO ] [sig       ] HAL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:50.019619] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HAL.txt
[2025-11-20T23:08:50.019873] [INFO ] [sig       ] [308/1341] Completed HAL in 0.4s | 2.67 sym/s | Total: 1.9m | ETA: 6.4m
[2025-11-20T23:08:50.019955] [INFO ] [sig       ] [309/1341] Forecasting HAYW...
[2025-11-20T23:08:50.020004] [INFO ] [sig       ] Generating forecast for: HAYW
[2025-11-20T23:08:50.020049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAYW' from 'https://tdm.silogroup.org/data/derivative_storage/HAYW.csv'.
[2025-11-20T23:08:50.034793] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HAYW'.
[2025-11-20T23:08:50.035312] [INFO ] [FORECASTER] Starting predict_future for HAYW
[2025-11-20T23:08:50.036280] [DEBUG] [LOCAL     ] No optimal features file found for HAYW: ./output/feature-sets/HAYW.txt
[2025-11-20T23:08:50.036354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:50.036402] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:50.036445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:50.036519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:50.107381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:50.108545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:50.108695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:50.108751] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:50.232953] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:50.233211] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:50.233263] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:50.233297] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:50.237320] [DEBUG] [FORECASTER] HAYW: Forecast T+1@11:T+2@11: UP (p=85.53%)
[2025-11-20T23:08:50.237738] [INFO ] [FORECASTER] Completed predict_future for HAYW
[2025-11-20T23:08:50.238107] [INFO ] [sig       ] HAYW: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:50.385986] [INFO ] [LOCAL     ] Saved forecast: HAYW	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HAYW.txt
[2025-11-20T23:08:50.386251] [INFO ] [sig       ] [309/1341] Completed HAYW in 0.4s | 2.67 sym/s | Total: 1.9m | ETA: 6.4m
[2025-11-20T23:08:50.386349] [INFO ] [sig       ] [310/1341] Forecasting HBB...
[2025-11-20T23:08:50.386394] [INFO ] [sig       ] Generating forecast for: HBB
[2025-11-20T23:08:50.386444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-11-20T23:08:50.399809] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HBB'.
[2025-11-20T23:08:50.400278] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-11-20T23:08:50.401217] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-11-20T23:08:50.401289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:50.401337] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:50.401378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:50.401449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:50.471017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:50.472212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:50.472338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:50.472389] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:50.593971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:50.594207] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:50.594263] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:50.594297] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:50.598356] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=10.91%)
[2025-11-20T23:08:50.598738] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-11-20T23:08:50.598910] [INFO ] [sig       ] HBB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:50.747450] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HBB.txt
[2025-11-20T23:08:50.747736] [INFO ] [sig       ] [310/1341] Completed HBB in 0.4s | 2.67 sym/s | Total: 1.9m | ETA: 6.4m
[2025-11-20T23:08:50.747811] [INFO ] [sig       ] [311/1341] Forecasting HBM...
[2025-11-20T23:08:50.747868] [INFO ] [sig       ] Generating forecast for: HBM
[2025-11-20T23:08:50.747917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-11-20T23:08:50.761123] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HBM'.
[2025-11-20T23:08:50.761560] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-11-20T23:08:50.762601] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-11-20T23:08:50.762696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:50.762760] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:50.762811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:50.762890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:50.834846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:50.836059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:50.836180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:50.836230] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:50.964546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:50.964800] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:50.964861] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:50.964899] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:50.968822] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=3.80%)
[2025-11-20T23:08:50.969149] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-11-20T23:08:50.969310] [INFO ] [sig       ] HBM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:51.116213] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HBM.txt
[2025-11-20T23:08:51.116460] [INFO ] [sig       ] [311/1341] Completed HBM in 0.4s | 2.67 sym/s | Total: 1.9m | ETA: 6.4m
[2025-11-20T23:08:51.116544] [INFO ] [sig       ] [312/1341] Forecasting HCA...
[2025-11-20T23:08:51.116595] [INFO ] [sig       ] Generating forecast for: HCA
[2025-11-20T23:08:51.116657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-11-20T23:08:51.130006] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HCA'.
[2025-11-20T23:08:51.130465] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-11-20T23:08:51.131389] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-11-20T23:08:51.131461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:51.131509] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:51.131550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:51.131671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:51.203019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:51.204179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:51.204288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:51.204337] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:51.324433] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:51.324700] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:51.324778] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:51.324825] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:51.329106] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=28.29%)
[2025-11-20T23:08:51.329508] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-11-20T23:08:51.329716] [INFO ] [sig       ] HCA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:51.472330] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HCA.txt
[2025-11-20T23:08:51.472562] [INFO ] [sig       ] [312/1341] Completed HCA in 0.4s | 2.67 sym/s | Total: 1.9m | ETA: 6.4m
[2025-11-20T23:08:51.472683] [INFO ] [sig       ] [313/1341] Forecasting HCC...
[2025-11-20T23:08:51.472783] [INFO ] [sig       ] Generating forecast for: HCC
[2025-11-20T23:08:51.472831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-11-20T23:08:51.486564] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HCC'.
[2025-11-20T23:08:51.487356] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-11-20T23:08:51.488396] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-11-20T23:08:51.488472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:51.488523] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:51.488566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:51.488694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:51.558018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:51.559177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:51.559297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:51.559347] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:51.687633] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:51.687893] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:51.687945] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:51.687979] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:51.691997] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-11-20T23:08:51.692526] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-11-20T23:08:51.692801] [INFO ] [sig       ] HCC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:51.836977] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HCC.txt
[2025-11-20T23:08:51.837298] [INFO ] [sig       ] [313/1341] Completed HCC in 0.4s | 2.67 sym/s | Total: 2.0m | ETA: 6.4m
[2025-11-20T23:08:51.837369] [INFO ] [sig       ] [314/1341] Forecasting HCI...
[2025-11-20T23:08:51.837419] [INFO ] [sig       ] Generating forecast for: HCI
[2025-11-20T23:08:51.837456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-11-20T23:08:51.851317] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HCI'.
[2025-11-20T23:08:51.851894] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-11-20T23:08:51.852832] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-11-20T23:08:51.852933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:51.852990] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:51.853034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:51.853109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:51.928448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:51.929740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:51.929881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:51.929936] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:52.061994] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:52.062240] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:52.062294] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:52.062328] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:52.066425] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: DOWN (p=37.89%)
[2025-11-20T23:08:52.066982] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-11-20T23:08:52.067238] [INFO ] [sig       ] HCI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:52.211110] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HCI.txt
[2025-11-20T23:08:52.211340] [INFO ] [sig       ] [314/1341] Completed HCI in 0.4s | 2.67 sym/s | Total: 2.0m | ETA: 6.4m
[2025-11-20T23:08:52.211459] [INFO ] [sig       ] [315/1341] Forecasting HD...
[2025-11-20T23:08:52.211513] [INFO ] [sig       ] Generating forecast for: HD
[2025-11-20T23:08:52.211565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-11-20T23:08:52.226127] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HD'.
[2025-11-20T23:08:52.226550] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-11-20T23:08:52.227520] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-11-20T23:08:52.227597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:52.227679] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:52.227737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:52.227820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:52.296403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:52.297283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:52.297394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:52.297443] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:52.423814] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:52.424053] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:52.424106] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:52.424140] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:52.428282] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: DOWN (p=19.47%)
[2025-11-20T23:08:52.428784] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-11-20T23:08:52.429030] [INFO ] [sig       ] HD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:52.569841] [INFO ] [LOCAL     ] Saved forecast: HD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HD.txt
[2025-11-20T23:08:52.570028] [INFO ] [sig       ] [315/1341] Completed HD in 0.4s | 2.67 sym/s | Total: 2.0m | ETA: 6.4m
[2025-11-20T23:08:52.570086] [INFO ] [sig       ] [316/1341] Forecasting HDB...
[2025-11-20T23:08:52.570130] [INFO ] [sig       ] Generating forecast for: HDB
[2025-11-20T23:08:52.570197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-11-20T23:08:52.584598] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HDB'.
[2025-11-20T23:08:52.585197] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-11-20T23:08:52.586195] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-11-20T23:08:52.586271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:52.586324] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:52.586370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:52.586445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:52.660676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:52.661829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:52.661947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:52.661996] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:52.788816] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:52.789058] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:52.789108] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:52.789143] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:52.793145] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: UP (p=73.71%)
[2025-11-20T23:08:52.793473] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-11-20T23:08:52.793624] [INFO ] [sig       ] HDB: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:52.937003] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HDB.txt
[2025-11-20T23:08:52.937242] [INFO ] [sig       ] [316/1341] Completed HDB in 0.4s | 2.67 sym/s | Total: 2.0m | ETA: 6.4m
[2025-11-20T23:08:52.937340] [INFO ] [sig       ] [317/1341] Forecasting HE...
[2025-11-20T23:08:52.937380] [INFO ] [sig       ] Generating forecast for: HE
[2025-11-20T23:08:52.937433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-11-20T23:08:52.951789] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HE'.
[2025-11-20T23:08:52.952344] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-11-20T23:08:52.953326] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-11-20T23:08:52.953401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:52.953451] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:52.953496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:52.953572] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:53.024715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:53.025867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:53.025985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:53.026035] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:53.154146] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:53.154397] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:53.154449] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:53.154484] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:53.158383] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=39.88%)
[2025-11-20T23:08:53.158726] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-11-20T23:08:53.158886] [INFO ] [sig       ] HE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:53.300598] [INFO ] [LOCAL     ] Saved forecast: HE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HE.txt
[2025-11-20T23:08:53.300851] [INFO ] [sig       ] [317/1341] Completed HE in 0.4s | 2.67 sym/s | Total: 2.0m | ETA: 6.4m
[2025-11-20T23:08:53.300943] [INFO ] [sig       ] [318/1341] Forecasting HEI...
[2025-11-20T23:08:53.300988] [INFO ] [sig       ] Generating forecast for: HEI
[2025-11-20T23:08:53.301031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-11-20T23:08:53.313564] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HEI'.
[2025-11-20T23:08:53.314093] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-11-20T23:08:53.315053] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-11-20T23:08:53.315126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:53.315173] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:53.315213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:53.315285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:53.385026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:53.386076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:53.386194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:53.386245] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:53.508025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:53.508296] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:53.508355] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:53.508390] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:53.512595] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=73.84%)
[2025-11-20T23:08:53.512981] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-11-20T23:08:53.513145] [INFO ] [sig       ] HEI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:53.661985] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HEI.txt
[2025-11-20T23:08:53.662211] [INFO ] [sig       ] [318/1341] Completed HEI in 0.4s | 2.67 sym/s | Total: 2.0m | ETA: 6.4m
[2025-11-20T23:08:53.662273] [INFO ] [sig       ] [319/1341] Forecasting HEQ...
[2025-11-20T23:08:53.662318] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-11-20T23:08:53.662389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-11-20T23:08:53.675338] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HEQ'.
[2025-11-20T23:08:53.675752] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-11-20T23:08:53.676723] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-11-20T23:08:53.676802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:53.676879] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:53.676924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:53.676993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:53.749164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:53.750398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:53.750513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:53.750563] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:53.880482] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:53.880761] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:53.880848] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:53.880897] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:53.884940] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: DOWN (p=31.34%)
[2025-11-20T23:08:53.885290] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-11-20T23:08:53.885533] [INFO ] [sig       ] HEQ: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:54.030203] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HEQ.txt
[2025-11-20T23:08:54.030432] [INFO ] [sig       ] [319/1341] Completed HEQ in 0.4s | 2.67 sym/s | Total: 2.0m | ETA: 6.4m
[2025-11-20T23:08:54.030488] [INFO ] [sig       ] [320/1341] Forecasting HESM...
[2025-11-20T23:08:54.030560] [INFO ] [sig       ] Generating forecast for: HESM
[2025-11-20T23:08:54.030597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-11-20T23:08:54.043708] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HESM'.
[2025-11-20T23:08:54.044144] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-11-20T23:08:54.045068] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-11-20T23:08:54.045140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:54.045187] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:54.045228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:54.045300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:54.114656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:54.115851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:54.115981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:54.116058] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:54.232981] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:54.233206] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:54.233259] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:54.233293] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:54.237266] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=75.17%)
[2025-11-20T23:08:54.237601] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-11-20T23:08:54.237779] [INFO ] [sig       ] HESM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:54.388207] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HESM.txt
[2025-11-20T23:08:54.388451] [INFO ] [sig       ] [320/1341] Completed HESM in 0.4s | 2.67 sym/s | Total: 2.0m | ETA: 6.4m
[2025-11-20T23:08:54.388539] [INFO ] [sig       ] [321/1341] Forecasting HG...
[2025-11-20T23:08:54.388580] [INFO ] [sig       ] Generating forecast for: HG
[2025-11-20T23:08:54.388620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-11-20T23:08:54.404774] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HG'.
[2025-11-20T23:08:54.405259] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-11-20T23:08:54.406222] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-11-20T23:08:54.406294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:54.406340] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:54.406379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:54.406448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:54.475509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:54.476544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:54.476682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:54.476734] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:54.574763] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:54.574990] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:54.575046] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:54.575113] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:54.579067] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: DOWN (p=33.02%)
[2025-11-20T23:08:54.579398] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-11-20T23:08:54.579548] [INFO ] [sig       ] HG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:54.727218] [INFO ] [LOCAL     ] Saved forecast: HG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HG.txt
[2025-11-20T23:08:54.727430] [INFO ] [sig       ] [321/1341] Completed HG in 0.3s | 2.68 sym/s | Total: 2.0m | ETA: 6.4m
[2025-11-20T23:08:54.727491] [INFO ] [sig       ] [322/1341] Forecasting HGER...
[2025-11-20T23:08:54.727566] [INFO ] [sig       ] Generating forecast for: HGER
[2025-11-20T23:08:54.727606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGER' from 'https://tdm.silogroup.org/data/derivative_storage/HGER.csv'.
[2025-11-20T23:08:54.740505] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HGER'.
[2025-11-20T23:08:54.740969] [INFO ] [FORECASTER] Starting predict_future for HGER
[2025-11-20T23:08:54.741912] [DEBUG] [LOCAL     ] No optimal features file found for HGER: ./output/feature-sets/HGER.txt
[2025-11-20T23:08:54.741985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:54.742036] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:54.742079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:54.742156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:54.811520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:54.812551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:54.812687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:54.812739] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:54.914027] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:54.914261] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:54.914314] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:54.914349] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:54.918476] [DEBUG] [FORECASTER] HGER: Forecast T+1@11:T+2@11: UP (p=62.11%)
[2025-11-20T23:08:54.918966] [INFO ] [FORECASTER] Completed predict_future for HGER
[2025-11-20T23:08:54.919147] [INFO ] [sig       ] HGER: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:55.068778] [INFO ] [LOCAL     ] Saved forecast: HGER	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HGER.txt
[2025-11-20T23:08:55.069021] [INFO ] [sig       ] [322/1341] Completed HGER in 0.3s | 2.68 sym/s | Total: 2.0m | ETA: 6.3m
[2025-11-20T23:08:55.069108] [INFO ] [sig       ] [323/1341] Forecasting HGLB...
[2025-11-20T23:08:55.069171] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-11-20T23:08:55.069223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-11-20T23:08:55.082137] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HGLB'.
[2025-11-20T23:08:55.082569] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-11-20T23:08:55.083533] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-11-20T23:08:55.083603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:55.083671] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:55.083716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:55.083790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:55.156734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:55.158539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:55.158754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:55.158809] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:55.284317] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:55.284553] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:55.284608] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:55.284661] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:55.288880] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=21.76%)
[2025-11-20T23:08:55.289268] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-11-20T23:08:55.289438] [INFO ] [sig       ] HGLB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:55.434558] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HGLB.txt
[2025-11-20T23:08:55.434809] [INFO ] [sig       ] [323/1341] Completed HGLB in 0.4s | 2.68 sym/s | Total: 2.0m | ETA: 6.3m
[2025-11-20T23:08:55.434894] [INFO ] [sig       ] [324/1341] Forecasting HGTY...
[2025-11-20T23:08:55.435025] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-11-20T23:08:55.435079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-11-20T23:08:55.449058] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HGTY'.
[2025-11-20T23:08:55.449490] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-11-20T23:08:55.450438] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-11-20T23:08:55.450511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:55.450559] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:55.450600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:55.450694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:55.521909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:55.523066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:55.523178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:55.523225] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:55.650790] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:55.651018] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:55.651068] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:55.651103] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:55.654923] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: UP (p=68.78%)
[2025-11-20T23:08:55.655246] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-11-20T23:08:55.655399] [INFO ] [sig       ] HGTY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:55.804459] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HGTY.txt
[2025-11-20T23:08:55.804807] [INFO ] [sig       ] [324/1341] Completed HGTY in 0.4s | 2.68 sym/s | Total: 2.0m | ETA: 6.3m
[2025-11-20T23:08:55.804873] [INFO ] [sig       ] [325/1341] Forecasting HGV...
[2025-11-20T23:08:55.804921] [INFO ] [sig       ] Generating forecast for: HGV
[2025-11-20T23:08:55.804966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGV' from 'https://tdm.silogroup.org/data/derivative_storage/HGV.csv'.
[2025-11-20T23:08:55.819505] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HGV'.
[2025-11-20T23:08:55.820017] [INFO ] [FORECASTER] Starting predict_future for HGV
[2025-11-20T23:08:55.820979] [DEBUG] [LOCAL     ] No optimal features file found for HGV: ./output/feature-sets/HGV.txt
[2025-11-20T23:08:55.821052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:55.821101] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:55.821156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:55.821233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:55.893209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:55.894375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:55.894490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:55.894541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:56.028497] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:56.028804] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:56.028889] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:56.028936] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:56.033379] [DEBUG] [FORECASTER] HGV: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-11-20T23:08:56.033946] [INFO ] [FORECASTER] Completed predict_future for HGV
[2025-11-20T23:08:56.034156] [INFO ] [sig       ] HGV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:56.177151] [INFO ] [LOCAL     ] Saved forecast: HGV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HGV.txt
[2025-11-20T23:08:56.177402] [INFO ] [sig       ] [325/1341] Completed HGV in 0.4s | 2.68 sym/s | Total: 2.0m | ETA: 6.3m
[2025-11-20T23:08:56.177491] [INFO ] [sig       ] [326/1341] Forecasting HI...
[2025-11-20T23:08:56.177529] [INFO ] [sig       ] Generating forecast for: HI
[2025-11-20T23:08:56.177569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-11-20T23:08:56.191231] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HI'.
[2025-11-20T23:08:56.191735] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-11-20T23:08:56.192612] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-11-20T23:08:56.192704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:56.192754] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:56.192793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:56.192865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:56.260396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:56.261567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:56.261697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:56.261750] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:56.396264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:56.396504] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:56.396556] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:56.396590] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:56.400523] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-11-20T23:08:56.400870] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-11-20T23:08:56.401043] [INFO ] [sig       ] HI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:56.548574] [INFO ] [LOCAL     ] Saved forecast: HI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HI.txt
[2025-11-20T23:08:56.548858] [INFO ] [sig       ] [326/1341] Completed HI in 0.4s | 2.68 sym/s | Total: 2.0m | ETA: 6.3m
[2025-11-20T23:08:56.548944] [INFO ] [sig       ] [327/1341] Forecasting HIG...
[2025-11-20T23:08:56.549026] [INFO ] [sig       ] Generating forecast for: HIG
[2025-11-20T23:08:56.549090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-11-20T23:08:56.564051] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HIG'.
[2025-11-20T23:08:56.564618] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-11-20T23:08:56.565579] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-11-20T23:08:56.565671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:56.565722] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:56.565764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:56.565836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:56.635546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:56.636750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:56.636911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:56.636967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:56.762234] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:56.762547] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:56.762605] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:56.762661] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:56.766748] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=57.28%)
[2025-11-20T23:08:56.767134] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-11-20T23:08:56.767297] [INFO ] [sig       ] HIG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:56.911723] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HIG.txt
[2025-11-20T23:08:56.912019] [INFO ] [sig       ] [327/1341] Completed HIG in 0.4s | 2.68 sym/s | Total: 2.0m | ETA: 6.3m
[2025-11-20T23:08:56.912081] [INFO ] [sig       ] [328/1341] Forecasting HII...
[2025-11-20T23:08:56.912126] [INFO ] [sig       ] Generating forecast for: HII
[2025-11-20T23:08:56.912171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-11-20T23:08:56.926141] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HII'.
[2025-11-20T23:08:56.926698] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-11-20T23:08:56.927741] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-11-20T23:08:56.927817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:56.927878] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:56.927922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:56.928003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:56.999350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:57.000568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:57.000718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:57.000772] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:57.117038] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:57.117303] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:57.117361] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:57.117396] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:57.121570] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=46.71%)
[2025-11-20T23:08:57.121928] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-11-20T23:08:57.122099] [INFO ] [sig       ] HII: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:57.278237] [INFO ] [LOCAL     ] Saved forecast: HII	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HII.txt
[2025-11-20T23:08:57.278522] [INFO ] [sig       ] [328/1341] Completed HII in 0.4s | 2.68 sym/s | Total: 2.0m | ETA: 6.3m
[2025-11-20T23:08:57.278584] [INFO ] [sig       ] [329/1341] Forecasting HIMS...
[2025-11-20T23:08:57.278632] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-11-20T23:08:57.278709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-11-20T23:08:57.294288] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HIMS'.
[2025-11-20T23:08:57.294940] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-11-20T23:08:57.295998] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-11-20T23:08:57.296075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:57.296128] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:57.296171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:57.296245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:57.369965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:57.371225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:57.371349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:57.371400] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:57.505767] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:57.506031] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:57.506103] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:57.506158] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:57.510586] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: DOWN (p=33.06%)
[2025-11-20T23:08:57.511154] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-11-20T23:08:57.511386] [INFO ] [sig       ] HIMS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:57.658895] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HIMS.txt
[2025-11-20T23:08:57.659208] [INFO ] [sig       ] [329/1341] Completed HIMS in 0.4s | 2.68 sym/s | Total: 2.0m | ETA: 6.3m
[2025-11-20T23:08:57.659284] [INFO ] [sig       ] [330/1341] Forecasting HIO...
[2025-11-20T23:08:57.659343] [INFO ] [sig       ] Generating forecast for: HIO
[2025-11-20T23:08:57.659402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-11-20T23:08:57.673439] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HIO'.
[2025-11-20T23:08:57.674016] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-11-20T23:08:57.674967] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-11-20T23:08:57.675042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:57.675094] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:57.675142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:57.675220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:57.747724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:57.748951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:57.749072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:57.749122] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:57.863356] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:57.863621] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:57.863714] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:57.863780] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:57.869518] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=52.56%)
[2025-11-20T23:08:57.870167] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-11-20T23:08:57.870372] [INFO ] [sig       ] HIO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:58.012986] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HIO.txt
[2025-11-20T23:08:58.013276] [INFO ] [sig       ] [330/1341] Completed HIO in 0.4s | 2.68 sym/s | Total: 2.1m | ETA: 6.3m
[2025-11-20T23:08:58.013341] [INFO ] [sig       ] [331/1341] Forecasting HIW...
[2025-11-20T23:08:58.013386] [INFO ] [sig       ] Generating forecast for: HIW
[2025-11-20T23:08:58.013459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIW' from 'https://tdm.silogroup.org/data/derivative_storage/HIW.csv'.
[2025-11-20T23:08:58.026829] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HIW'.
[2025-11-20T23:08:58.027358] [INFO ] [FORECASTER] Starting predict_future for HIW
[2025-11-20T23:08:58.028281] [DEBUG] [LOCAL     ] No optimal features file found for HIW: ./output/feature-sets/HIW.txt
[2025-11-20T23:08:58.028357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:58.028409] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:58.028454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:58.028530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:58.098173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:58.099319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:58.099435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:58.099487] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:58.246206] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:58.246449] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:58.246502] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:58.246538] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:58.250513] [DEBUG] [FORECASTER] HIW: Forecast T+1@11:T+2@11: DOWN (p=8.92%)
[2025-11-20T23:08:58.251050] [INFO ] [FORECASTER] Completed predict_future for HIW
[2025-11-20T23:08:58.251303] [INFO ] [sig       ] HIW: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:58.396327] [INFO ] [LOCAL     ] Saved forecast: HIW	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HIW.txt
[2025-11-20T23:08:58.396559] [INFO ] [sig       ] [331/1341] Completed HIW in 0.4s | 2.68 sym/s | Total: 2.1m | ETA: 6.3m
[2025-11-20T23:08:58.396665] [INFO ] [sig       ] [332/1341] Forecasting HIX...
[2025-11-20T23:08:58.396716] [INFO ] [sig       ] Generating forecast for: HIX
[2025-11-20T23:08:58.396760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-11-20T23:08:58.411328] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HIX'.
[2025-11-20T23:08:58.411888] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-11-20T23:08:58.412945] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-11-20T23:08:58.413019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:58.413077] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:58.413127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:58.413208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:58.482862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:58.484068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:58.484201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:58.484255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:58.606501] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:58.606762] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:58.606845] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:58.606907] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:58.610977] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2025-11-20T23:08:58.611354] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-11-20T23:08:58.611531] [INFO ] [sig       ] HIX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:58.754902] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HIX.txt
[2025-11-20T23:08:58.755115] [INFO ] [sig       ] [332/1341] Completed HIX in 0.4s | 2.68 sym/s | Total: 2.1m | ETA: 6.3m
[2025-11-20T23:08:58.755197] [INFO ] [sig       ] [333/1341] Forecasting HKD...
[2025-11-20T23:08:58.755243] [INFO ] [sig       ] Generating forecast for: HKD
[2025-11-20T23:08:58.755286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HKD' from 'https://tdm.silogroup.org/data/derivative_storage/HKD.csv'.
[2025-11-20T23:08:58.769937] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HKD'.
[2025-11-20T23:08:58.770530] [INFO ] [FORECASTER] Starting predict_future for HKD
[2025-11-20T23:08:58.771535] [DEBUG] [LOCAL     ] No optimal features file found for HKD: ./output/feature-sets/HKD.txt
[2025-11-20T23:08:58.771610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:58.771679] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:58.771723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:58.771797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:58.840955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:58.842137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:58.842272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:58.842327] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:58.975571] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:58.975857] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:58.975919] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:58.975963] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:58.980173] [DEBUG] [FORECASTER] HKD: Forecast T+1@11:T+2@11: DOWN (p=6.52%)
[2025-11-20T23:08:58.980512] [INFO ] [FORECASTER] Completed predict_future for HKD
[2025-11-20T23:08:58.980709] [INFO ] [sig       ] HKD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:59.130872] [INFO ] [LOCAL     ] Saved forecast: HKD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HKD.txt
[2025-11-20T23:08:59.131111] [INFO ] [sig       ] [333/1341] Completed HKD in 0.4s | 2.68 sym/s | Total: 2.1m | ETA: 6.3m
[2025-11-20T23:08:59.131199] [INFO ] [sig       ] [334/1341] Forecasting HL...
[2025-11-20T23:08:59.131247] [INFO ] [sig       ] Generating forecast for: HL
[2025-11-20T23:08:59.131298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-11-20T23:08:59.144842] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HL'.
[2025-11-20T23:08:59.145275] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-11-20T23:08:59.146248] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-11-20T23:08:59.146325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:59.146376] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:59.146420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:59.146496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:59.216246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:59.217366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:59.217480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:59.217529] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:59.341036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:59.341273] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:59.341343] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:59.341382] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:59.345297] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2025-11-20T23:08:59.345839] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-11-20T23:08:59.346081] [INFO ] [sig       ] HL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:08:59.493358] [INFO ] [LOCAL     ] Saved forecast: HL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HL.txt
[2025-11-20T23:08:59.493817] [INFO ] [sig       ] [334/1341] Completed HL in 0.4s | 2.68 sym/s | Total: 2.1m | ETA: 6.3m
[2025-11-20T23:08:59.493939] [INFO ] [sig       ] [335/1341] Forecasting HLF...
[2025-11-20T23:08:59.494048] [INFO ] [sig       ] Generating forecast for: HLF
[2025-11-20T23:08:59.494158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-11-20T23:08:59.508069] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HLF'.
[2025-11-20T23:08:59.508579] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-11-20T23:08:59.509528] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-11-20T23:08:59.509606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:59.509685] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:59.509731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:59.509807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:59.581894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:59.582997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:59.583111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:59.583159] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:08:59.711075] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:08:59.711316] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:08:59.711371] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:08:59.711407] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:08:59.715482] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-11-20T23:08:59.715849] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-11-20T23:08:59.716017] [INFO ] [sig       ] HLF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:08:59.864514] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HLF.txt
[2025-11-20T23:08:59.864829] [INFO ] [sig       ] [335/1341] Completed HLF in 0.4s | 2.68 sym/s | Total: 2.1m | ETA: 6.3m
[2025-11-20T23:08:59.864904] [INFO ] [sig       ] [336/1341] Forecasting HLI...
[2025-11-20T23:08:59.864955] [INFO ] [sig       ] Generating forecast for: HLI
[2025-11-20T23:08:59.865015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-11-20T23:08:59.879714] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HLI'.
[2025-11-20T23:08:59.880229] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-11-20T23:08:59.881220] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-11-20T23:08:59.881295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:08:59.881346] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:08:59.881390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:08:59.881466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:08:59.956156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:08:59.957523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:08:59.957671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:08:59.957727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:00.081575] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:00.081846] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:00.081907] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:00.081974] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:00.086996] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2025-11-20T23:09:00.087394] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-11-20T23:09:00.087583] [INFO ] [sig       ] HLI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:00.233417] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HLI.txt
[2025-11-20T23:09:00.233709] [INFO ] [sig       ] [336/1341] Completed HLI in 0.4s | 2.68 sym/s | Total: 2.1m | ETA: 6.3m
[2025-11-20T23:09:00.233774] [INFO ] [sig       ] [337/1341] Forecasting HLIO...
[2025-11-20T23:09:00.233820] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-11-20T23:09:00.233863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-11-20T23:09:00.247427] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HLIO'.
[2025-11-20T23:09:00.247942] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-11-20T23:09:00.248880] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-11-20T23:09:00.248954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:00.249003] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:00.249049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:00.249124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:00.322491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:00.323729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:00.323844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:00.323893] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:00.448129] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:00.448385] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:00.448438] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:00.448473] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:00.452689] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=72.69%)
[2025-11-20T23:09:00.453183] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-11-20T23:09:00.453435] [INFO ] [sig       ] HLIO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:00.603291] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HLIO.txt
[2025-11-20T23:09:00.603597] [INFO ] [sig       ] [337/1341] Completed HLIO in 0.4s | 2.68 sym/s | Total: 2.1m | ETA: 6.2m
[2025-11-20T23:09:00.603689] [INFO ] [sig       ] [338/1341] Forecasting HLLY...
[2025-11-20T23:09:00.603742] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-11-20T23:09:00.603786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-11-20T23:09:00.618500] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HLLY'.
[2025-11-20T23:09:00.619013] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-11-20T23:09:00.620093] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-11-20T23:09:00.620181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:00.620249] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:00.620294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:00.620403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:00.689592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:00.690787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:00.690903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:00.690957] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:00.822859] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:00.823126] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:00.823179] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:00.823215] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:00.827548] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-11-20T23:09:00.827966] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-11-20T23:09:00.828160] [INFO ] [sig       ] HLLY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:00.975857] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HLLY.txt
[2025-11-20T23:09:00.976109] [INFO ] [sig       ] [338/1341] Completed HLLY in 0.4s | 2.68 sym/s | Total: 2.1m | ETA: 6.2m
[2025-11-20T23:09:00.976201] [INFO ] [sig       ] [339/1341] Forecasting HLN...
[2025-11-20T23:09:00.976242] [INFO ] [sig       ] Generating forecast for: HLN
[2025-11-20T23:09:00.976279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-11-20T23:09:00.990232] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HLN'.
[2025-11-20T23:09:00.990758] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-11-20T23:09:00.991721] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-11-20T23:09:00.991795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:00.991844] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:00.991886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:00.991963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:01.065728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:01.066951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:01.067065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:01.067117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:01.792940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:01.793189] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:01.793240] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:01.793277] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:01.796931] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=47.27%)
[2025-11-20T23:09:01.797284] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-11-20T23:09:01.797460] [INFO ] [sig       ] HLN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:01.943491] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HLN.txt
[2025-11-20T23:09:01.943726] [INFO ] [sig       ] [339/1341] Completed HLN in 1.0s | 2.67 sym/s | Total: 2.1m | ETA: 6.3m
[2025-11-20T23:09:01.943810] [INFO ] [sig       ] [340/1341] Forecasting HMC...
[2025-11-20T23:09:01.943860] [INFO ] [sig       ] Generating forecast for: HMC
[2025-11-20T23:09:01.943905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-11-20T23:09:01.955443] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HMC'.
[2025-11-20T23:09:01.955831] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-11-20T23:09:01.956623] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-11-20T23:09:01.956718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:01.956766] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:01.956807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:01.956889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:02.024922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:02.025622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:02.025741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:02.025792] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:02.237665] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:02.237952] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:02.238020] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:02.238058] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:02.242298] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2025-11-20T23:09:02.242836] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-11-20T23:09:02.243085] [INFO ] [sig       ] HMC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:02.386742] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HMC.txt
[2025-11-20T23:09:02.386994] [INFO ] [sig       ] [340/1341] Completed HMC in 0.4s | 2.66 sym/s | Total: 2.1m | ETA: 6.3m
[2025-11-20T23:09:02.387080] [INFO ] [sig       ] [341/1341] Forecasting HMN...
[2025-11-20T23:09:02.387172] [INFO ] [sig       ] Generating forecast for: HMN
[2025-11-20T23:09:02.387224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-11-20T23:09:02.400946] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HMN'.
[2025-11-20T23:09:02.401382] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-11-20T23:09:02.402346] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-11-20T23:09:02.402419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:02.402467] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:02.402508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:02.402589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:02.469921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:02.470888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:02.471010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:02.471061] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:02.581032] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:02.581267] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:02.581323] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:02.581358] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:02.585383] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=38.84%)
[2025-11-20T23:09:02.585737] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-11-20T23:09:02.585927] [INFO ] [sig       ] HMN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:02.728894] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HMN.txt
[2025-11-20T23:09:02.729096] [INFO ] [sig       ] [341/1341] Completed HMN in 0.3s | 2.66 sym/s | Total: 2.1m | ETA: 6.3m
[2025-11-20T23:09:02.729154] [INFO ] [sig       ] [342/1341] Forecasting HMY...
[2025-11-20T23:09:02.729247] [INFO ] [sig       ] Generating forecast for: HMY
[2025-11-20T23:09:02.729291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-11-20T23:09:02.742239] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HMY'.
[2025-11-20T23:09:02.742695] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-11-20T23:09:02.743594] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-11-20T23:09:02.743688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:02.743737] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:02.743780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:02.743851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:02.811854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:02.812919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:02.813032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:02.813083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:02.930463] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:02.930751] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:02.930811] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:02.930847] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:02.935047] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=81.26%)
[2025-11-20T23:09:02.935386] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-11-20T23:09:02.935536] [INFO ] [sig       ] HMY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:03.080366] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HMY.txt
[2025-11-20T23:09:03.080597] [INFO ] [sig       ] [342/1341] Completed HMY in 0.4s | 2.67 sym/s | Total: 2.1m | ETA: 6.2m
[2025-11-20T23:09:03.080703] [INFO ] [sig       ] [343/1341] Forecasting HNI...
[2025-11-20T23:09:03.080748] [INFO ] [sig       ] Generating forecast for: HNI
[2025-11-20T23:09:03.080790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-11-20T23:09:03.094735] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HNI'.
[2025-11-20T23:09:03.095358] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-11-20T23:09:03.096367] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-11-20T23:09:03.096442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:03.096491] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:03.096533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:03.096606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:03.165753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:03.167062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:03.167219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:03.167273] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:03.281846] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:03.282094] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:03.282148] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:03.282183] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:03.286254] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: DOWN (p=6.50%)
[2025-11-20T23:09:03.286586] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-11-20T23:09:03.286777] [INFO ] [sig       ] HNI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:03.435635] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HNI.txt
[2025-11-20T23:09:03.435890] [INFO ] [sig       ] [343/1341] Completed HNI in 0.4s | 2.67 sym/s | Total: 2.1m | ETA: 6.2m
[2025-11-20T23:09:03.435975] [INFO ] [sig       ] [344/1341] Forecasting HOG...
[2025-11-20T23:09:03.436025] [INFO ] [sig       ] Generating forecast for: HOG
[2025-11-20T23:09:03.436072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-11-20T23:09:03.449609] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HOG'.
[2025-11-20T23:09:03.450111] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-11-20T23:09:03.450990] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-11-20T23:09:03.451065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:03.451115] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:03.451159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:03.451233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:03.520157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:03.520867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:03.520968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:03.521019] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:03.644952] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:03.645165] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:03.645213] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:03.645245] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:03.648939] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-11-20T23:09:03.649249] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-11-20T23:09:03.649425] [INFO ] [sig       ] HOG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:03.790864] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HOG.txt
[2025-11-20T23:09:03.791052] [INFO ] [sig       ] [344/1341] Completed HOG in 0.4s | 2.67 sym/s | Total: 2.2m | ETA: 6.2m
[2025-11-20T23:09:03.791108] [INFO ] [sig       ] [345/1341] Forecasting HOMB...
[2025-11-20T23:09:03.791177] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-11-20T23:09:03.791225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-11-20T23:09:03.803328] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HOMB'.
[2025-11-20T23:09:03.803705] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-11-20T23:09:03.804507] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-11-20T23:09:03.804580] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:03.804628] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:03.804705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:03.804776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:03.873062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:03.873818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:03.873917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:03.873968] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:04.001312] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:04.001587] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:04.001635] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:04.001701] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:04.005404] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=75.51%)
[2025-11-20T23:09:04.005769] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-11-20T23:09:04.006123] [INFO ] [sig       ] HOMB: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:04.147880] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HOMB.txt
[2025-11-20T23:09:04.148060] [INFO ] [sig       ] [345/1341] Completed HOMB in 0.4s | 2.67 sym/s | Total: 2.2m | ETA: 6.2m
[2025-11-20T23:09:04.148117] [INFO ] [sig       ] [346/1341] Forecasting HOUS...
[2025-11-20T23:09:04.148162] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-11-20T23:09:04.148203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-11-20T23:09:04.160028] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HOUS'.
[2025-11-20T23:09:04.160368] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-11-20T23:09:04.161183] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-11-20T23:09:04.161256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:04.161304] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:04.161346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:04.161420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:04.231756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:04.232451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:04.232576] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:04.232631] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:04.351339] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:04.351535] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:04.351580] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:04.351613] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:04.355092] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: UP (p=82.04%)
[2025-11-20T23:09:04.355386] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-11-20T23:09:04.355541] [INFO ] [sig       ] HOUS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:04.497910] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HOUS.txt
[2025-11-20T23:09:04.498075] [INFO ] [sig       ] [346/1341] Completed HOUS in 0.3s | 2.67 sym/s | Total: 2.2m | ETA: 6.2m
[2025-11-20T23:09:04.498130] [INFO ] [sig       ] [347/1341] Forecasting HOV...
[2025-11-20T23:09:04.498201] [INFO ] [sig       ] Generating forecast for: HOV
[2025-11-20T23:09:04.498250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOV' from 'https://tdm.silogroup.org/data/derivative_storage/HOV.csv'.
[2025-11-20T23:09:04.510284] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HOV'.
[2025-11-20T23:09:04.510687] [INFO ] [FORECASTER] Starting predict_future for HOV
[2025-11-20T23:09:04.511474] [DEBUG] [LOCAL     ] No optimal features file found for HOV: ./output/feature-sets/HOV.txt
[2025-11-20T23:09:04.511546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:04.511594] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:04.511636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:04.511733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:04.579841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:04.580703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:04.580802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:04.580851] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:04.703440] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:04.703710] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:04.703799] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:04.703846] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:04.707517] [DEBUG] [FORECASTER] HOV: Forecast T+1@11:T+2@11: DOWN (p=31.81%)
[2025-11-20T23:09:04.707862] [INFO ] [FORECASTER] Completed predict_future for HOV
[2025-11-20T23:09:04.708041] [INFO ] [sig       ] HOV: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:04.851034] [INFO ] [LOCAL     ] Saved forecast: HOV	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HOV.txt
[2025-11-20T23:09:04.851208] [INFO ] [sig       ] [347/1341] Completed HOV in 0.4s | 2.67 sym/s | Total: 2.2m | ETA: 6.2m
[2025-11-20T23:09:04.851296] [INFO ] [sig       ] [348/1341] Forecasting HP...
[2025-11-20T23:09:04.851341] [INFO ] [sig       ] Generating forecast for: HP
[2025-11-20T23:09:04.851385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-11-20T23:09:04.863578] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HP'.
[2025-11-20T23:09:04.863979] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-11-20T23:09:04.864801] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-11-20T23:09:04.864873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:04.864923] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:04.864966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:04.865038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:04.932842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:04.933772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:04.933871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:04.933921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:05.058097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:05.058314] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:05.058365] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:05.058400] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:05.061960] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2025-11-20T23:09:05.062461] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-11-20T23:09:05.062712] [INFO ] [sig       ] HP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:05.204752] [INFO ] [LOCAL     ] Saved forecast: HP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HP.txt
[2025-11-20T23:09:05.204916] [INFO ] [sig       ] [348/1341] Completed HP in 0.4s | 2.67 sym/s | Total: 2.2m | ETA: 6.2m
[2025-11-20T23:09:05.204975] [INFO ] [sig       ] [349/1341] Forecasting HPE...
[2025-11-20T23:09:05.205019] [INFO ] [sig       ] Generating forecast for: HPE
[2025-11-20T23:09:05.205085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-11-20T23:09:05.219547] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HPE'.
[2025-11-20T23:09:05.220105] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-11-20T23:09:05.221174] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-11-20T23:09:05.221253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:05.221310] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:05.221364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:05.221448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:05.289913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:05.290964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:05.291085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:05.291146] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:05.423115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:05.423361] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:05.423417] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:05.423454] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:05.427543] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=19.31%)
[2025-11-20T23:09:05.428118] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-11-20T23:09:05.428376] [INFO ] [sig       ] HPE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:05.582349] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HPE.txt
[2025-11-20T23:09:05.582864] [INFO ] [sig       ] [349/1341] Completed HPE in 0.4s | 2.67 sym/s | Total: 2.2m | ETA: 6.2m
[2025-11-20T23:09:05.582933] [INFO ] [sig       ] [350/1341] Forecasting HPF...
[2025-11-20T23:09:05.582989] [INFO ] [sig       ] Generating forecast for: HPF
[2025-11-20T23:09:05.583033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-11-20T23:09:05.596446] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HPF'.
[2025-11-20T23:09:05.596957] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-11-20T23:09:05.597824] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-11-20T23:09:05.597898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:05.597948] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:05.597987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:05.598058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:05.664808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:05.665468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:05.665570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:05.665619] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:05.793551] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:05.793802] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:05.793886] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:05.793932] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:05.797523] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=44.36%)
[2025-11-20T23:09:05.798039] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-11-20T23:09:05.798273] [INFO ] [sig       ] HPF: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:05.939171] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HPF.txt
[2025-11-20T23:09:05.939343] [INFO ] [sig       ] [350/1341] Completed HPF in 0.4s | 2.67 sym/s | Total: 2.2m | ETA: 6.2m
[2025-11-20T23:09:05.939400] [INFO ] [sig       ] [351/1341] Forecasting HPI...
[2025-11-20T23:09:05.939477] [INFO ] [sig       ] Generating forecast for: HPI
[2025-11-20T23:09:05.939521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-11-20T23:09:05.952234] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HPI'.
[2025-11-20T23:09:05.952593] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-11-20T23:09:05.953443] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-11-20T23:09:05.953546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:05.953598] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:05.953660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:05.953737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:06.022402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:06.023297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:06.023427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:06.023493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:06.154108] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:06.154324] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:06.154374] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:06.154408] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:06.157946] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=18.76%)
[2025-11-20T23:09:06.158243] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-11-20T23:09:06.158392] [INFO ] [sig       ] HPI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:06.306574] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HPI.txt
[2025-11-20T23:09:06.306847] [INFO ] [sig       ] [351/1341] Completed HPI in 0.4s | 2.67 sym/s | Total: 2.2m | ETA: 6.2m
[2025-11-20T23:09:06.306938] [INFO ] [sig       ] [352/1341] Forecasting HPP...
[2025-11-20T23:09:06.306985] [INFO ] [sig       ] Generating forecast for: HPP
[2025-11-20T23:09:06.307036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-11-20T23:09:06.319872] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HPP'.
[2025-11-20T23:09:06.320332] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-11-20T23:09:06.321258] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-11-20T23:09:06.321335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:06.321384] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:06.321429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:06.321501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:06.391787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:06.392770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:06.392899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:06.392952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:06.518107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:06.518326] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:06.518375] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:06.518411] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:06.521997] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: UP (p=79.78%)
[2025-11-20T23:09:06.522524] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-11-20T23:09:06.522798] [INFO ] [sig       ] HPP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:06.669577] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HPP.txt
[2025-11-20T23:09:06.669845] [INFO ] [sig       ] [352/1341] Completed HPP in 0.4s | 2.67 sym/s | Total: 2.2m | ETA: 6.2m
[2025-11-20T23:09:06.669913] [INFO ] [sig       ] [353/1341] Forecasting HPQ...
[2025-11-20T23:09:06.669962] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-11-20T23:09:06.670007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-11-20T23:09:06.682147] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HPQ'.
[2025-11-20T23:09:06.682579] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-11-20T23:09:06.683423] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-11-20T23:09:06.683498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:06.683545] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:06.683587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:06.683690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:06.751506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:06.752559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:06.752715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:06.752773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:06.882248] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:06.882470] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:06.882528] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:06.882579] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:06.886092] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: DOWN (p=20.82%)
[2025-11-20T23:09:06.886402] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-11-20T23:09:06.886565] [INFO ] [sig       ] HPQ: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:07.033098] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HPQ.txt
[2025-11-20T23:09:07.033271] [INFO ] [sig       ] [353/1341] Completed HPQ in 0.4s | 2.67 sym/s | Total: 2.2m | ETA: 6.2m
[2025-11-20T23:09:07.033327] [INFO ] [sig       ] [354/1341] Forecasting HPS...
[2025-11-20T23:09:07.033395] [INFO ] [sig       ] Generating forecast for: HPS
[2025-11-20T23:09:07.033448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-11-20T23:09:07.045320] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HPS'.
[2025-11-20T23:09:07.045688] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-11-20T23:09:07.046507] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-11-20T23:09:07.046585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:07.046633] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:07.046698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:07.046770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:07.117235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:07.118127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:07.118230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:07.118275] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:07.245050] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:07.245313] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:07.245386] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:07.245476] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:07.251311] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: DOWN (p=45.34%)
[2025-11-20T23:09:07.251973] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-11-20T23:09:07.252199] [INFO ] [sig       ] HPS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:07.396486] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HPS.txt
[2025-11-20T23:09:07.396731] [INFO ] [sig       ] [354/1341] Completed HPS in 0.4s | 2.67 sym/s | Total: 2.2m | ETA: 6.2m
[2025-11-20T23:09:07.396826] [INFO ] [sig       ] [355/1341] Forecasting HQL...
[2025-11-20T23:09:07.396900] [INFO ] [sig       ] Generating forecast for: HQL
[2025-11-20T23:09:07.396945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-11-20T23:09:07.409512] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HQL'.
[2025-11-20T23:09:07.410044] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-11-20T23:09:07.410923] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-11-20T23:09:07.410997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:07.411044] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:07.411088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:07.411160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:07.480796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:07.481853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:07.481976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:07.482026] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:07.606576] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:07.606817] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:07.606893] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:07.606933] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:07.610490] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=80.57%)
[2025-11-20T23:09:07.610842] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-11-20T23:09:07.611211] [INFO ] [sig       ] HQL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:07.758164] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HQL.txt
[2025-11-20T23:09:07.758349] [INFO ] [sig       ] [355/1341] Completed HQL in 0.4s | 2.67 sym/s | Total: 2.2m | ETA: 6.2m
[2025-11-20T23:09:07.758411] [INFO ] [sig       ] [356/1341] Forecasting HR...
[2025-11-20T23:09:07.758483] [INFO ] [sig       ] Generating forecast for: HR
[2025-11-20T23:09:07.758544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HR' from 'https://tdm.silogroup.org/data/derivative_storage/HR.csv'.
[2025-11-20T23:09:07.773749] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HR'.
[2025-11-20T23:09:07.774316] [INFO ] [FORECASTER] Starting predict_future for HR
[2025-11-20T23:09:07.775309] [DEBUG] [LOCAL     ] No optimal features file found for HR: ./output/feature-sets/HR.txt
[2025-11-20T23:09:07.775382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:07.775433] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:07.775473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:07.775550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:07.844225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:07.845326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:07.845445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:07.845492] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:07.977296] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:07.977540] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:07.977605] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:07.977672] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:07.981993] [DEBUG] [FORECASTER] HR: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-11-20T23:09:07.982383] [INFO ] [FORECASTER] Completed predict_future for HR
[2025-11-20T23:09:07.982586] [INFO ] [sig       ] HR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:08.128275] [INFO ] [LOCAL     ] Saved forecast: HR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HR.txt
[2025-11-20T23:09:08.128518] [INFO ] [sig       ] [356/1341] Completed HR in 0.4s | 2.67 sym/s | Total: 2.2m | ETA: 6.2m
[2025-11-20T23:09:08.128677] [INFO ] [sig       ] [357/1341] Forecasting HRB...
[2025-11-20T23:09:08.128729] [INFO ] [sig       ] Generating forecast for: HRB
[2025-11-20T23:09:08.128777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-11-20T23:09:08.142339] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HRB'.
[2025-11-20T23:09:08.142852] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-11-20T23:09:08.143698] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-11-20T23:09:08.143772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:08.143820] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:08.143859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:08.143928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:08.212795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:08.213520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:08.213629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:08.213699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:08.341180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:08.341408] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:08.341461] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:08.341501] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:08.345240] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=10.00%)
[2025-11-20T23:09:08.345560] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-11-20T23:09:08.345764] [INFO ] [sig       ] HRB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:08.490229] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HRB.txt
[2025-11-20T23:09:08.490417] [INFO ] [sig       ] [357/1341] Completed HRB in 0.4s | 2.67 sym/s | Total: 2.2m | ETA: 6.1m
[2025-11-20T23:09:08.490503] [INFO ] [sig       ] [358/1341] Forecasting HRI...
[2025-11-20T23:09:08.490553] [INFO ] [sig       ] Generating forecast for: HRI
[2025-11-20T23:09:08.490599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRI' from 'https://tdm.silogroup.org/data/derivative_storage/HRI.csv'.
[2025-11-20T23:09:08.503235] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HRI'.
[2025-11-20T23:09:08.503688] [INFO ] [FORECASTER] Starting predict_future for HRI
[2025-11-20T23:09:08.504504] [DEBUG] [LOCAL     ] No optimal features file found for HRI: ./output/feature-sets/HRI.txt
[2025-11-20T23:09:08.504578] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:08.504626] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:08.504697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:08.504779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:08.575710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:08.576547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:08.576676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:08.576739] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:08.707494] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:08.707798] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:08.707884] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:08.707965] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:08.712896] [DEBUG] [FORECASTER] HRI: Forecast T+1@11:T+2@11: UP (p=52.87%)
[2025-11-20T23:09:08.713349] [INFO ] [FORECASTER] Completed predict_future for HRI
[2025-11-20T23:09:08.713587] [INFO ] [sig       ] HRI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:08.860081] [INFO ] [LOCAL     ] Saved forecast: HRI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HRI.txt
[2025-11-20T23:09:08.860255] [INFO ] [sig       ] [358/1341] Completed HRI in 0.4s | 2.67 sym/s | Total: 2.2m | ETA: 6.1m
[2025-11-20T23:09:08.860312] [INFO ] [sig       ] [359/1341] Forecasting HRL...
[2025-11-20T23:09:08.860358] [INFO ] [sig       ] Generating forecast for: HRL
[2025-11-20T23:09:08.860427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-11-20T23:09:08.874790] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HRL'.
[2025-11-20T23:09:08.875396] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-11-20T23:09:08.876405] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-11-20T23:09:08.876482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:08.876532] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:08.876573] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:08.876663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:08.965810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:08.967196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:08.967319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:08.967374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:09.109979] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:09.110217] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:09.110272] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:09.110309] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:09.114350] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: UP (p=78.34%)
[2025-11-20T23:09:09.114743] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-11-20T23:09:09.114921] [INFO ] [sig       ] HRL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:09.263422] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HRL.txt
[2025-11-20T23:09:09.263705] [INFO ] [sig       ] [359/1341] Completed HRL in 0.4s | 2.67 sym/s | Total: 2.2m | ETA: 6.1m
[2025-11-20T23:09:09.263774] [INFO ] [sig       ] [360/1341] Forecasting HRTG...
[2025-11-20T23:09:09.263820] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-11-20T23:09:09.263863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-11-20T23:09:09.277149] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HRTG'.
[2025-11-20T23:09:09.277612] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-11-20T23:09:09.278481] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-11-20T23:09:09.278570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:09.278629] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:09.278700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:09.278775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:09.347523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:09.348613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:09.348779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:09.348854] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:09.481271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:09.481515] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:09.481574] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:09.481621] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:09.485384] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=7.93%)
[2025-11-20T23:09:09.485947] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-11-20T23:09:09.486191] [INFO ] [sig       ] HRTG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:09.630745] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HRTG.txt
[2025-11-20T23:09:09.631065] [INFO ] [sig       ] [360/1341] Completed HRTG in 0.4s | 2.67 sym/s | Total: 2.2m | ETA: 6.1m
[2025-11-20T23:09:09.631123] [INFO ] [sig       ] [361/1341] Forecasting HSBC...
[2025-11-20T23:09:09.631171] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-11-20T23:09:09.631216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-11-20T23:09:09.645944] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HSBC'.
[2025-11-20T23:09:09.646450] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-11-20T23:09:09.647453] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-11-20T23:09:09.647542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:09.647601] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:09.647666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:09.647747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:09.718962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:09.720218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:09.720337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:09.720389] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:09.845519] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:09.845779] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:09.845864] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:09.845915] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:09.849908] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-11-20T23:09:09.850256] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-11-20T23:09:09.850435] [INFO ] [sig       ] HSBC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:09.997800] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HSBC.txt
[2025-11-20T23:09:09.998036] [INFO ] [sig       ] [361/1341] Completed HSBC in 0.4s | 2.67 sym/s | Total: 2.3m | ETA: 6.1m
[2025-11-20T23:09:09.998125] [INFO ] [sig       ] [362/1341] Forecasting HSHP...
[2025-11-20T23:09:09.998178] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-11-20T23:09:09.998225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-11-20T23:09:10.011530] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HSHP'.
[2025-11-20T23:09:10.012031] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-11-20T23:09:10.012960] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-11-20T23:09:10.013036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:10.013086] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:10.013142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:10.013222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:10.085131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:10.086245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:10.086357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:10.086410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:10.219262] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:10.219586] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:10.219670] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:10.219742] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:10.225020] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=65.69%)
[2025-11-20T23:09:10.225691] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-11-20T23:09:10.226133] [INFO ] [sig       ] HSHP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:10.372677] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HSHP.txt
[2025-11-20T23:09:10.372934] [INFO ] [sig       ] [362/1341] Completed HSHP in 0.4s | 2.67 sym/s | Total: 2.3m | ETA: 6.1m
[2025-11-20T23:09:10.372991] [INFO ] [sig       ] [363/1341] Forecasting HSY...
[2025-11-20T23:09:10.373062] [INFO ] [sig       ] Generating forecast for: HSY
[2025-11-20T23:09:10.373106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-11-20T23:09:10.386813] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HSY'.
[2025-11-20T23:09:10.387309] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-11-20T23:09:10.388231] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-11-20T23:09:10.388303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:10.388351] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:10.388391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:10.388466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:10.456116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:10.457407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:10.457524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:10.457573] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:10.580761] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:10.581001] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:10.581058] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:10.581096] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:10.585068] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=20.16%)
[2025-11-20T23:09:10.585401] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-11-20T23:09:10.585561] [INFO ] [sig       ] HSY: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:10.730243] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HSY.txt
[2025-11-20T23:09:10.730487] [INFO ] [sig       ] [363/1341] Completed HSY in 0.4s | 2.67 sym/s | Total: 2.3m | ETA: 6.1m
[2025-11-20T23:09:10.730572] [INFO ] [sig       ] [364/1341] Forecasting HTD...
[2025-11-20T23:09:10.730630] [INFO ] [sig       ] Generating forecast for: HTD
[2025-11-20T23:09:10.730708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-11-20T23:09:10.745318] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HTD'.
[2025-11-20T23:09:10.745900] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-11-20T23:09:10.746904] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-11-20T23:09:10.746978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:10.747026] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:10.747071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:10.747144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:10.814843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:10.816023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:10.816138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:10.816188] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:10.943724] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:10.943960] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:10.944014] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:10.944048] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:10.947984] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: DOWN (p=22.84%)
[2025-11-20T23:09:10.948311] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-11-20T23:09:10.948474] [INFO ] [sig       ] HTD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:11.093053] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HTD.txt
[2025-11-20T23:09:11.093344] [INFO ] [sig       ] [364/1341] Completed HTD in 0.4s | 2.67 sym/s | Total: 2.3m | ETA: 6.1m
[2025-11-20T23:09:11.093402] [INFO ] [sig       ] [365/1341] Forecasting HTGC...
[2025-11-20T23:09:11.093439] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-11-20T23:09:11.093476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-11-20T23:09:11.107666] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HTGC'.
[2025-11-20T23:09:11.108139] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-11-20T23:09:11.109045] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-11-20T23:09:11.109119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:11.109167] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:11.109267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:11.109346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:11.177845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:11.178992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:11.179105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:11.179155] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:11.304744] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:11.304983] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:11.305035] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:11.305071] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:11.308918] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-11-20T23:09:11.309244] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-11-20T23:09:11.309441] [INFO ] [sig       ] HTGC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:11.453228] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HTGC.txt
[2025-11-20T23:09:11.453444] [INFO ] [sig       ] [365/1341] Completed HTGC in 0.4s | 2.67 sym/s | Total: 2.3m | ETA: 6.1m
[2025-11-20T23:09:11.453530] [INFO ] [sig       ] [366/1341] Forecasting HUBB...
[2025-11-20T23:09:11.453581] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-11-20T23:09:11.453628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-11-20T23:09:11.467170] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HUBB'.
[2025-11-20T23:09:11.467696] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-11-20T23:09:11.468682] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-11-20T23:09:11.468754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:11.468814] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:11.468858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:11.468945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:11.538007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:11.538910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:11.539030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:11.539080] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:11.669828] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:11.670076] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:11.670128] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:11.670163] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:11.674164] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-11-20T23:09:11.674564] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-11-20T23:09:11.674748] [INFO ] [sig       ] HUBB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:11.821083] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HUBB.txt
[2025-11-20T23:09:11.821279] [INFO ] [sig       ] [366/1341] Completed HUBB in 0.4s | 2.67 sym/s | Total: 2.3m | ETA: 6.1m
[2025-11-20T23:09:11.821335] [INFO ] [sig       ] [367/1341] Forecasting HUBS...
[2025-11-20T23:09:11.821379] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-11-20T23:09:11.821420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-11-20T23:09:11.833297] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HUBS'.
[2025-11-20T23:09:11.833675] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-11-20T23:09:11.834488] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-11-20T23:09:11.834559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:11.834605] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:11.834663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:11.834736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:11.902773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:11.903585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:11.903722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:11.903780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:12.014396] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:12.014572] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:12.014624] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:12.014677] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:12.018178] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: DOWN (p=27.74%)
[2025-11-20T23:09:12.018473] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-11-20T23:09:12.018616] [INFO ] [sig       ] HUBS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:12.159226] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HUBS.txt
[2025-11-20T23:09:12.159397] [INFO ] [sig       ] [367/1341] Completed HUBS in 0.3s | 2.67 sym/s | Total: 2.3m | ETA: 6.1m
[2025-11-20T23:09:12.159462] [INFO ] [sig       ] [368/1341] Forecasting HUM...
[2025-11-20T23:09:12.159506] [INFO ] [sig       ] Generating forecast for: HUM
[2025-11-20T23:09:12.159571] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-11-20T23:09:12.170962] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HUM'.
[2025-11-20T23:09:12.171290] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-11-20T23:09:12.172107] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-11-20T23:09:12.172178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:12.172225] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:12.172265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:12.172336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:12.241305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:12.242086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:12.242188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:12.242238] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:12.361303] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:12.361504] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:12.361553] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:12.361587] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:12.365242] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=16.16%)
[2025-11-20T23:09:12.365544] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-11-20T23:09:12.365722] [INFO ] [sig       ] HUM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:12.508413] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HUM.txt
[2025-11-20T23:09:12.508577] [INFO ] [sig       ] [368/1341] Completed HUM in 0.3s | 2.67 sym/s | Total: 2.3m | ETA: 6.1m
[2025-11-20T23:09:12.508676] [INFO ] [sig       ] [369/1341] Forecasting HUN...
[2025-11-20T23:09:12.508732] [INFO ] [sig       ] Generating forecast for: HUN
[2025-11-20T23:09:12.508846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-11-20T23:09:12.522231] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HUN'.
[2025-11-20T23:09:12.522827] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-11-20T23:09:12.523717] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-11-20T23:09:12.523791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:12.523839] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:12.523879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:12.523951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:12.591136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:12.592243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:12.592357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:12.592404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:12.715318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:12.715536] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:12.715585] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:12.715619] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:12.719203] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=80.83%)
[2025-11-20T23:09:12.719554] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-11-20T23:09:12.719732] [INFO ] [sig       ] HUN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:12.861252] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HUN.txt
[2025-11-20T23:09:12.861437] [INFO ] [sig       ] [369/1341] Completed HUN in 0.4s | 2.67 sym/s | Total: 2.3m | ETA: 6.1m
[2025-11-20T23:09:12.861491] [INFO ] [sig       ] [370/1341] Forecasting HUYA...
[2025-11-20T23:09:12.861533] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-11-20T23:09:12.861576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-11-20T23:09:12.872915] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HUYA'.
[2025-11-20T23:09:12.873274] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-11-20T23:09:12.874110] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-11-20T23:09:12.874182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:12.874228] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:12.874271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:12.874342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:12.941205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:12.941947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:12.942044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:12.942092] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:13.074342] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:13.074569] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:13.074616] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:13.074671] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:13.078186] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=36.12%)
[2025-11-20T23:09:13.078483] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-11-20T23:09:13.078634] [INFO ] [sig       ] HUYA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:13.218029] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HUYA.txt
[2025-11-20T23:09:13.218209] [INFO ] [sig       ] [370/1341] Completed HUYA in 0.4s | 2.67 sym/s | Total: 2.3m | ETA: 6.1m
[2025-11-20T23:09:13.218266] [INFO ] [sig       ] [371/1341] Forecasting HWM...
[2025-11-20T23:09:13.218312] [INFO ] [sig       ] Generating forecast for: HWM
[2025-11-20T23:09:13.218385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-11-20T23:09:13.230362] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HWM'.
[2025-11-20T23:09:13.230750] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-11-20T23:09:13.231543] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-11-20T23:09:13.231614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:13.231682] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:13.231723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:13.231795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:13.299681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:13.300618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:13.300750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:13.300800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:13.428315] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:13.428595] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:13.428667] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:13.428740] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:13.432295] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: UP (p=52.23%)
[2025-11-20T23:09:13.432615] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-11-20T23:09:13.432829] [INFO ] [sig       ] HWM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:13.575573] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HWM.txt
[2025-11-20T23:09:13.575802] [INFO ] [sig       ] [371/1341] Completed HWM in 0.4s | 2.67 sym/s | Total: 2.3m | ETA: 6.0m
[2025-11-20T23:09:13.575862] [INFO ] [sig       ] [372/1341] Forecasting HXL...
[2025-11-20T23:09:13.575907] [INFO ] [sig       ] Generating forecast for: HXL
[2025-11-20T23:09:13.575950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-11-20T23:09:13.590632] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HXL'.
[2025-11-20T23:09:13.591154] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-11-20T23:09:13.592164] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-11-20T23:09:13.592239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:13.592290] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:13.592333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:13.592408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:13.662524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:13.663750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:13.663869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:13.663921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:13.797185] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:13.797464] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:13.797529] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:13.797575] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:13.801320] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: DOWN (p=15.97%)
[2025-11-20T23:09:13.801661] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-11-20T23:09:13.801848] [INFO ] [sig       ] HXL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:13.944629] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HXL.txt
[2025-11-20T23:09:13.944846] [INFO ] [sig       ] [372/1341] Completed HXL in 0.4s | 2.67 sym/s | Total: 2.3m | ETA: 6.0m
[2025-11-20T23:09:13.944902] [INFO ] [sig       ] [373/1341] Forecasting HY...
[2025-11-20T23:09:13.944969] [INFO ] [sig       ] Generating forecast for: HY
[2025-11-20T23:09:13.945007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-11-20T23:09:13.957161] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HY'.
[2025-11-20T23:09:13.957499] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-11-20T23:09:13.958314] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-11-20T23:09:13.958387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:13.958434] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:13.958474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:13.958546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:14.026831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:14.027615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:14.027749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:14.027798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:14.152336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:14.152529] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:14.152578] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:14.152617] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:14.156235] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=17.96%)
[2025-11-20T23:09:14.156538] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-11-20T23:09:14.156794] [INFO ] [sig       ] HY: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:14.299877] [INFO ] [LOCAL     ] Saved forecast: HY	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HY.txt
[2025-11-20T23:09:14.300039] [INFO ] [sig       ] [373/1341] Completed HY in 0.4s | 2.67 sym/s | Total: 2.3m | ETA: 6.0m
[2025-11-20T23:09:14.300096] [INFO ] [sig       ] [374/1341] Forecasting HYI...
[2025-11-20T23:09:14.300140] [INFO ] [sig       ] Generating forecast for: HYI
[2025-11-20T23:09:14.300183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-11-20T23:09:14.312448] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HYI'.
[2025-11-20T23:09:14.312905] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-11-20T23:09:14.313766] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-11-20T23:09:14.313840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:14.313889] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:14.313931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:14.314005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:14.383040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:14.384062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:14.384177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:14.384227] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:14.507339] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:14.507572] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:14.507623] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:14.507692] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:14.511391] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: DOWN (p=12.28%)
[2025-11-20T23:09:14.511754] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-11-20T23:09:14.511929] [INFO ] [sig       ] HYI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:14.655848] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HYI.txt
[2025-11-20T23:09:14.656024] [INFO ] [sig       ] [374/1341] Completed HYI in 0.4s | 2.67 sym/s | Total: 2.3m | ETA: 6.0m
[2025-11-20T23:09:14.656080] [INFO ] [sig       ] [375/1341] Forecasting HYT...
[2025-11-20T23:09:14.656124] [INFO ] [sig       ] Generating forecast for: HYT
[2025-11-20T23:09:14.656167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYT' from 'https://tdm.silogroup.org/data/derivative_storage/HYT.csv'.
[2025-11-20T23:09:14.668291] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HYT'.
[2025-11-20T23:09:14.668727] [INFO ] [FORECASTER] Starting predict_future for HYT
[2025-11-20T23:09:14.669563] [DEBUG] [LOCAL     ] No optimal features file found for HYT: ./output/feature-sets/HYT.txt
[2025-11-20T23:09:14.669637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:14.669726] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:14.669771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:14.669846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:14.739589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:14.740343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:14.740447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:14.740498] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:14.861096] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:14.861323] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:14.861384] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:14.861428] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:14.864963] [DEBUG] [FORECASTER] HYT: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-11-20T23:09:14.865271] [INFO ] [FORECASTER] Completed predict_future for HYT
[2025-11-20T23:09:14.865443] [INFO ] [sig       ] HYT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:15.007413] [INFO ] [LOCAL     ] Saved forecast: HYT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/HYT.txt
[2025-11-20T23:09:15.007578] [INFO ] [sig       ] [375/1341] Completed HYT in 0.4s | 2.67 sym/s | Total: 2.3m | ETA: 6.0m
[2025-11-20T23:09:15.007634] [INFO ] [sig       ] [376/1341] Forecasting HZO...
[2025-11-20T23:09:15.007728] [INFO ] [sig       ] Generating forecast for: HZO
[2025-11-20T23:09:15.007784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-11-20T23:09:15.020027] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'HZO'.
[2025-11-20T23:09:15.020457] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-11-20T23:09:15.021280] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-11-20T23:09:15.021353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:15.021402] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:15.021444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:15.021516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:15.094325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:15.095114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:15.095218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:15.095270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:15.220241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:15.220452] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:15.220498] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:15.220532] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:15.224096] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: UP (p=96.66%)
[2025-11-20T23:09:15.224393] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-11-20T23:09:15.224550] [INFO ] [sig       ] HZO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:15.367315] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/HZO.txt
[2025-11-20T23:09:15.367479] [INFO ] [sig       ] [376/1341] Completed HZO in 0.4s | 2.67 sym/s | Total: 2.3m | ETA: 6.0m
[2025-11-20T23:09:15.367535] [INFO ] [sig       ] [377/1341] Forecasting IAG...
[2025-11-20T23:09:15.367579] [INFO ] [sig       ] Generating forecast for: IAG
[2025-11-20T23:09:15.367622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-11-20T23:09:15.379903] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IAG'.
[2025-11-20T23:09:15.380274] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-11-20T23:09:15.381121] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-11-20T23:09:15.381193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:15.381242] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:15.381285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:15.381356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:15.451296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:15.452096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:15.452203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:15.452254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:15.581456] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:15.581662] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:15.581719] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:15.581753] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:15.585290] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=22.78%)
[2025-11-20T23:09:15.585584] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-11-20T23:09:15.585782] [INFO ] [sig       ] IAG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:15.728811] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/IAG.txt
[2025-11-20T23:09:15.728976] [INFO ] [sig       ] [377/1341] Completed IAG in 0.4s | 2.67 sym/s | Total: 2.3m | ETA: 6.0m
[2025-11-20T23:09:15.729031] [INFO ] [sig       ] [378/1341] Forecasting IBM...
[2025-11-20T23:09:15.729075] [INFO ] [sig       ] Generating forecast for: IBM
[2025-11-20T23:09:15.729159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-11-20T23:09:15.741052] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IBM'.
[2025-11-20T23:09:15.741414] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-11-20T23:09:15.742264] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-11-20T23:09:15.742338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:15.742387] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:15.742431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:15.742504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:15.815199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:15.816033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:15.816137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:15.816188] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:15.941553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:15.941799] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:15.941864] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:15.941900] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:15.945416] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-11-20T23:09:15.945740] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-11-20T23:09:15.945901] [INFO ] [sig       ] IBM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:16.088494] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/IBM.txt
[2025-11-20T23:09:16.088693] [INFO ] [sig       ] [378/1341] Completed IBM in 0.4s | 2.67 sym/s | Total: 2.4m | ETA: 6.0m
[2025-11-20T23:09:16.088763] [INFO ] [sig       ] [379/1341] Forecasting IBN...
[2025-11-20T23:09:16.088824] [INFO ] [sig       ] Generating forecast for: IBN
[2025-11-20T23:09:16.088905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-11-20T23:09:16.100907] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IBN'.
[2025-11-20T23:09:16.101305] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-11-20T23:09:16.102153] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-11-20T23:09:16.102226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:16.102276] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:16.102318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:16.102388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:16.170268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:16.170942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:16.171040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:16.171089] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:16.296919] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:16.297148] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:16.297196] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:16.297229] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:16.300852] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=43.19%)
[2025-11-20T23:09:16.301190] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-11-20T23:09:16.301353] [INFO ] [sig       ] IBN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:16.442477] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/IBN.txt
[2025-11-20T23:09:16.442662] [INFO ] [sig       ] [379/1341] Completed IBN in 0.4s | 2.67 sym/s | Total: 2.4m | ETA: 6.0m
[2025-11-20T23:09:16.442728] [INFO ] [sig       ] [380/1341] Forecasting IBP...
[2025-11-20T23:09:16.442773] [INFO ] [sig       ] Generating forecast for: IBP
[2025-11-20T23:09:16.442823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-11-20T23:09:16.455053] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IBP'.
[2025-11-20T23:09:16.455377] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-11-20T23:09:16.456188] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-11-20T23:09:16.456260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:16.456306] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:16.456348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:16.456418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:16.522994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:16.523631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:16.523750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:16.523798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:16.648458] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:16.648673] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:16.648736] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:16.648776] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:16.652251] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: UP (p=64.80%)
[2025-11-20T23:09:16.652577] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-11-20T23:09:16.652791] [INFO ] [sig       ] IBP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:16.793303] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/IBP.txt
[2025-11-20T23:09:16.793460] [INFO ] [sig       ] [380/1341] Completed IBP in 0.4s | 2.68 sym/s | Total: 2.4m | ETA: 6.0m
[2025-11-20T23:09:16.793525] [INFO ] [sig       ] [381/1341] Forecasting ICL...
[2025-11-20T23:09:16.793590] [INFO ] [sig       ] Generating forecast for: ICL
[2025-11-20T23:09:16.793670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-11-20T23:09:16.805264] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ICL'.
[2025-11-20T23:09:16.805580] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-11-20T23:09:16.806391] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-11-20T23:09:16.806463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:16.806509] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:16.806550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:16.806621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:16.874196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:16.874906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:16.875004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:16.875052] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:17.008775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:17.008957] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:17.009003] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:17.009036] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:17.012448] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=56.47%)
[2025-11-20T23:09:17.012787] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-11-20T23:09:17.012964] [INFO ] [sig       ] ICL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:17.157821] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ICL.txt
[2025-11-20T23:09:17.158077] [INFO ] [sig       ] [381/1341] Completed ICL in 0.4s | 2.68 sym/s | Total: 2.4m | ETA: 6.0m
[2025-11-20T23:09:17.158163] [INFO ] [sig       ] [382/1341] Forecasting IEX...
[2025-11-20T23:09:17.158203] [INFO ] [sig       ] Generating forecast for: IEX
[2025-11-20T23:09:17.158250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-11-20T23:09:17.172170] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IEX'.
[2025-11-20T23:09:17.172682] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-11-20T23:09:17.173595] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-11-20T23:09:17.173686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:17.173736] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:17.173778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:17.173850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:17.242867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:17.244018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:17.244133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:17.244183] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:17.370850] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:17.371145] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:17.371200] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:17.371254] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:17.375243] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=90.29%)
[2025-11-20T23:09:17.375571] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-11-20T23:09:17.375753] [INFO ] [sig       ] IEX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:17.518676] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/IEX.txt
[2025-11-20T23:09:17.518955] [INFO ] [sig       ] [382/1341] Completed IEX in 0.4s | 2.68 sym/s | Total: 2.4m | ETA: 6.0m
[2025-11-20T23:09:17.519017] [INFO ] [sig       ] [383/1341] Forecasting IFN...
[2025-11-20T23:09:17.519060] [INFO ] [sig       ] Generating forecast for: IFN
[2025-11-20T23:09:17.519106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-11-20T23:09:17.533033] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IFN'.
[2025-11-20T23:09:17.533526] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-11-20T23:09:17.534445] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-11-20T23:09:17.534516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:17.534564] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:17.534604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:17.534697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:17.604663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:17.605902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:17.606031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:17.606079] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:17.730901] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:17.731143] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:17.731198] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:17.731233] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:17.735265] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2025-11-20T23:09:17.735623] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-11-20T23:09:17.735826] [INFO ] [sig       ] IFN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:17.879848] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/IFN.txt
[2025-11-20T23:09:17.880115] [INFO ] [sig       ] [383/1341] Completed IFN in 0.4s | 2.68 sym/s | Total: 2.4m | ETA: 6.0m
[2025-11-20T23:09:17.880178] [INFO ] [sig       ] [384/1341] Forecasting IFS...
[2025-11-20T23:09:17.880221] [INFO ] [sig       ] Generating forecast for: IFS
[2025-11-20T23:09:17.880266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-11-20T23:09:17.894326] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IFS'.
[2025-11-20T23:09:17.894936] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-11-20T23:09:17.895952] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-11-20T23:09:17.896025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:17.896075] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:17.896117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:17.896194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:17.966846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:17.968095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:17.968216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:17.968268] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:18.100466] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:18.100758] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:18.100829] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:18.100865] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:18.105211] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: UP (p=70.13%)
[2025-11-20T23:09:18.105579] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-11-20T23:09:18.105764] [INFO ] [sig       ] IFS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:18.252120] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/IFS.txt
[2025-11-20T23:09:18.252380] [INFO ] [sig       ] [384/1341] Completed IFS in 0.4s | 2.68 sym/s | Total: 2.4m | ETA: 6.0m
[2025-11-20T23:09:18.252486] [INFO ] [sig       ] [385/1341] Forecasting IGA...
[2025-11-20T23:09:18.252538] [INFO ] [sig       ] Generating forecast for: IGA
[2025-11-20T23:09:18.252591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-11-20T23:09:18.265297] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IGA'.
[2025-11-20T23:09:18.265773] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-11-20T23:09:18.266711] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-11-20T23:09:18.266784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:18.266832] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:18.266900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:18.266979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:18.337812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:18.339017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:18.339138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:18.339190] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:18.462606] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:18.462879] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:18.462985] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:18.463043] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:18.467272] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=22.56%)
[2025-11-20T23:09:18.467655] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-11-20T23:09:18.467850] [INFO ] [sig       ] IGA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:18.615305] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/IGA.txt
[2025-11-20T23:09:18.615608] [INFO ] [sig       ] [385/1341] Completed IGA in 0.4s | 2.68 sym/s | Total: 2.4m | ETA: 6.0m
[2025-11-20T23:09:18.615733] [INFO ] [sig       ] [386/1341] Forecasting IGI...
[2025-11-20T23:09:18.615797] [INFO ] [sig       ] Generating forecast for: IGI
[2025-11-20T23:09:18.615852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-11-20T23:09:18.630868] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IGI'.
[2025-11-20T23:09:18.631488] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-11-20T23:09:18.632597] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-11-20T23:09:18.632700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:18.632752] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:18.632795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:18.632869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:18.704634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:18.705877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:18.705997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:18.706051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:18.829104] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:18.829346] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:18.829398] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:18.829432] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:18.833485] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=91.82%)
[2025-11-20T23:09:18.833855] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-11-20T23:09:18.834022] [INFO ] [sig       ] IGI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:18.981322] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/IGI.txt
[2025-11-20T23:09:18.981570] [INFO ] [sig       ] [386/1341] Completed IGI in 0.4s | 2.68 sym/s | Total: 2.4m | ETA: 5.9m
[2025-11-20T23:09:18.981631] [INFO ] [sig       ] [387/1341] Forecasting IGR...
[2025-11-20T23:09:18.981730] [INFO ] [sig       ] Generating forecast for: IGR
[2025-11-20T23:09:18.981786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGR' from 'https://tdm.silogroup.org/data/derivative_storage/IGR.csv'.
[2025-11-20T23:09:18.995857] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IGR'.
[2025-11-20T23:09:18.996418] [INFO ] [FORECASTER] Starting predict_future for IGR
[2025-11-20T23:09:18.997438] [DEBUG] [LOCAL     ] No optimal features file found for IGR: ./output/feature-sets/IGR.txt
[2025-11-20T23:09:18.997514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:18.997564] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:18.997605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:18.997696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:19.067745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:19.068823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:19.068938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:19.068990] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:19.189748] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:19.189992] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:19.190048] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:19.190082] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:19.194397] [DEBUG] [FORECASTER] IGR: Forecast T+1@11:T+2@11: DOWN (p=6.29%)
[2025-11-20T23:09:19.194762] [INFO ] [FORECASTER] Completed predict_future for IGR
[2025-11-20T23:09:19.194927] [INFO ] [sig       ] IGR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:19.341171] [INFO ] [LOCAL     ] Saved forecast: IGR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/IGR.txt
[2025-11-20T23:09:19.341409] [INFO ] [sig       ] [387/1341] Completed IGR in 0.4s | 2.68 sym/s | Total: 2.4m | ETA: 5.9m
[2025-11-20T23:09:19.341468] [INFO ] [sig       ] [388/1341] Forecasting IHD...
[2025-11-20T23:09:19.341514] [INFO ] [sig       ] Generating forecast for: IHD
[2025-11-20T23:09:19.341585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-11-20T23:09:19.354162] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IHD'.
[2025-11-20T23:09:19.354620] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-11-20T23:09:19.355639] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-11-20T23:09:19.355747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:19.355797] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:19.355841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:19.355917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:19.424346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:19.425398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:19.425526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:19.425583] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:19.543744] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:19.543990] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:19.544044] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:19.544079] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:19.548127] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: DOWN (p=33.86%)
[2025-11-20T23:09:19.548457] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-11-20T23:09:19.548616] [INFO ] [sig       ] IHD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:19.694536] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/IHD.txt
[2025-11-20T23:09:19.694770] [INFO ] [sig       ] [388/1341] Completed IHD in 0.4s | 2.68 sym/s | Total: 2.4m | ETA: 5.9m
[2025-11-20T23:09:19.694836] [INFO ] [sig       ] [389/1341] Forecasting IHG...
[2025-11-20T23:09:19.694915] [INFO ] [sig       ] Generating forecast for: IHG
[2025-11-20T23:09:19.694961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-11-20T23:09:19.709460] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IHG'.
[2025-11-20T23:09:19.710012] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-11-20T23:09:19.710943] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-11-20T23:09:19.711014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:19.711061] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:19.711101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:19.711170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:19.779229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:19.780435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:19.780557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:19.780605] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:19.896798] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:19.897047] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:19.897123] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:19.897162] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:19.901062] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=15.72%)
[2025-11-20T23:09:19.901385] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-11-20T23:09:19.901573] [INFO ] [sig       ] IHG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:20.043172] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/IHG.txt
[2025-11-20T23:09:20.043383] [INFO ] [sig       ] [389/1341] Completed IHG in 0.3s | 2.68 sym/s | Total: 2.4m | ETA: 5.9m
[2025-11-20T23:09:20.043442] [INFO ] [sig       ] [390/1341] Forecasting IHS...
[2025-11-20T23:09:20.043510] [INFO ] [sig       ] Generating forecast for: IHS
[2025-11-20T23:09:20.043551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-11-20T23:09:20.056538] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IHS'.
[2025-11-20T23:09:20.056989] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-11-20T23:09:20.057897] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-11-20T23:09:20.057967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:20.058015] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:20.058055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:20.058129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:20.126367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:20.127385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:20.127495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:20.127543] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:20.251603] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:20.251848] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:20.251904] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:20.251939] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:20.255816] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2025-11-20T23:09:20.256142] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-11-20T23:09:20.256297] [INFO ] [sig       ] IHS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:20.398726] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/IHS.txt
[2025-11-20T23:09:20.398937] [INFO ] [sig       ] [390/1341] Completed IHS in 0.4s | 2.68 sym/s | Total: 2.4m | ETA: 5.9m
[2025-11-20T23:09:20.399025] [INFO ] [sig       ] [391/1341] Forecasting IIM...
[2025-11-20T23:09:20.399074] [INFO ] [sig       ] Generating forecast for: IIM
[2025-11-20T23:09:20.399121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-11-20T23:09:20.412400] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IIM'.
[2025-11-20T23:09:20.412863] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-11-20T23:09:20.413748] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-11-20T23:09:20.413818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:20.413866] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:20.413907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:20.413980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:20.483182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:20.484185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:20.484295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:20.484345] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:20.603976] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:20.604229] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:20.604295] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:20.604343] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:20.608407] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=16.37%)
[2025-11-20T23:09:20.608818] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-11-20T23:09:20.609005] [INFO ] [sig       ] IIM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:20.753482] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/IIM.txt
[2025-11-20T23:09:20.753727] [INFO ] [sig       ] [391/1341] Completed IIM in 0.4s | 2.68 sym/s | Total: 2.4m | ETA: 5.9m
[2025-11-20T23:09:20.753828] [INFO ] [sig       ] [392/1341] Forecasting IIPR...
[2025-11-20T23:09:20.753874] [INFO ] [sig       ] Generating forecast for: IIPR
[2025-11-20T23:09:20.753922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIPR' from 'https://tdm.silogroup.org/data/derivative_storage/IIPR.csv'.
[2025-11-20T23:09:20.767239] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IIPR'.
[2025-11-20T23:09:20.767682] [INFO ] [FORECASTER] Starting predict_future for IIPR
[2025-11-20T23:09:20.768620] [DEBUG] [LOCAL     ] No optimal features file found for IIPR: ./output/feature-sets/IIPR.txt
[2025-11-20T23:09:20.768711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:20.768759] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:20.768801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:20.768875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:20.837178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:20.838265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:20.838377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:20.838424] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:20.967599] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:20.967849] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:20.967901] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:20.967934] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:20.971995] [DEBUG] [FORECASTER] IIPR: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-11-20T23:09:20.972333] [INFO ] [FORECASTER] Completed predict_future for IIPR
[2025-11-20T23:09:20.972497] [INFO ] [sig       ] IIPR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:21.121434] [INFO ] [LOCAL     ] Saved forecast: IIPR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/IIPR.txt
[2025-11-20T23:09:21.121717] [INFO ] [sig       ] [392/1341] Completed IIPR in 0.4s | 2.68 sym/s | Total: 2.4m | ETA: 5.9m
[2025-11-20T23:09:21.121811] [INFO ] [sig       ] [393/1341] Forecasting IMAX...
[2025-11-20T23:09:21.121856] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-11-20T23:09:21.121903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-11-20T23:09:21.135891] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IMAX'.
[2025-11-20T23:09:21.136518] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-11-20T23:09:21.137526] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-11-20T23:09:21.137604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:21.137693] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:21.137750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:21.137826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:21.207171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:21.208317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:21.208435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:21.208499] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:21.333783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:21.334019] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:21.334073] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:21.334109] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:21.338673] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2025-11-20T23:09:21.339126] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-11-20T23:09:21.339324] [INFO ] [sig       ] IMAX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:21.493242] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/IMAX.txt
[2025-11-20T23:09:21.493574] [INFO ] [sig       ] [393/1341] Completed IMAX in 0.4s | 2.68 sym/s | Total: 2.4m | ETA: 5.9m
[2025-11-20T23:09:21.493684] [INFO ] [sig       ] [394/1341] Forecasting INFY...
[2025-11-20T23:09:21.493739] [INFO ] [sig       ] Generating forecast for: INFY
[2025-11-20T23:09:21.493781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-11-20T23:09:21.508388] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'INFY'.
[2025-11-20T23:09:21.508949] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-11-20T23:09:21.509901] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-11-20T23:09:21.509974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:21.510024] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:21.510065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:21.510139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:21.594883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:21.595999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:21.596183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:21.596236] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:21.720945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:21.721183] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:21.721236] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:21.721270] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:21.725368] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-11-20T23:09:21.725715] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-11-20T23:09:21.725901] [INFO ] [sig       ] INFY: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:21.924162] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/INFY.txt
[2025-11-20T23:09:21.924351] [INFO ] [sig       ] [394/1341] Completed INFY in 0.4s | 2.68 sym/s | Total: 2.5m | ETA: 5.9m
[2025-11-20T23:09:21.924410] [INFO ] [sig       ] [395/1341] Forecasting ING...
[2025-11-20T23:09:21.924458] [INFO ] [sig       ] Generating forecast for: ING
[2025-11-20T23:09:21.924528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-11-20T23:09:21.937021] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ING'.
[2025-11-20T23:09:21.937375] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-11-20T23:09:21.938227] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-11-20T23:09:21.938301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:21.938348] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:21.938388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:21.938460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:22.006323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:22.007149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:22.007254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:22.007305] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:22.126111] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:22.126325] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:22.126400] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:22.126439] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:22.130082] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=11.31%)
[2025-11-20T23:09:22.130388] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-11-20T23:09:22.130544] [INFO ] [sig       ] ING: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:22.272567] [INFO ] [LOCAL     ] Saved forecast: ING	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ING.txt
[2025-11-20T23:09:22.272767] [INFO ] [sig       ] [395/1341] Completed ING in 0.3s | 2.68 sym/s | Total: 2.5m | ETA: 5.9m
[2025-11-20T23:09:22.272826] [INFO ] [sig       ] [396/1341] Forecasting INGR...
[2025-11-20T23:09:22.272893] [INFO ] [sig       ] Generating forecast for: INGR
[2025-11-20T23:09:22.272947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGR' from 'https://tdm.silogroup.org/data/derivative_storage/INGR.csv'.
[2025-11-20T23:09:22.287523] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'INGR'.
[2025-11-20T23:09:22.288186] [INFO ] [FORECASTER] Starting predict_future for INGR
[2025-11-20T23:09:22.289246] [DEBUG] [LOCAL     ] No optimal features file found for INGR: ./output/feature-sets/INGR.txt
[2025-11-20T23:09:22.289325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:22.289381] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:22.289424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:22.289503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:22.360480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:22.361878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:22.362032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:22.362089] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:22.489952] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:22.490202] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:22.490258] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:22.490293] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:22.494263] [DEBUG] [FORECASTER] INGR: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-11-20T23:09:22.494591] [INFO ] [FORECASTER] Completed predict_future for INGR
[2025-11-20T23:09:22.494776] [INFO ] [sig       ] INGR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:22.639110] [INFO ] [LOCAL     ] Saved forecast: INGR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/INGR.txt
[2025-11-20T23:09:22.639395] [INFO ] [sig       ] [396/1341] Completed INGR in 0.4s | 2.68 sym/s | Total: 2.5m | ETA: 5.9m
[2025-11-20T23:09:22.639485] [INFO ] [sig       ] [397/1341] Forecasting INN...
[2025-11-20T23:09:22.639544] [INFO ] [sig       ] Generating forecast for: INN
[2025-11-20T23:09:22.639595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-11-20T23:09:22.653881] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'INN'.
[2025-11-20T23:09:22.654447] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-11-20T23:09:22.655467] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-11-20T23:09:22.655555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:22.655608] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:22.655680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:22.655769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:22.727299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:22.728504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:22.728796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:22.728857] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:22.849223] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:22.849485] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:22.849541] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:22.849575] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:22.853712] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=95.18%)
[2025-11-20T23:09:22.854051] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-11-20T23:09:22.854225] [INFO ] [sig       ] INN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:22.996367] [INFO ] [LOCAL     ] Saved forecast: INN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/INN.txt
[2025-11-20T23:09:22.996617] [INFO ] [sig       ] [397/1341] Completed INN in 0.4s | 2.68 sym/s | Total: 2.5m | ETA: 5.9m
[2025-11-20T23:09:22.996733] [INFO ] [sig       ] [398/1341] Forecasting INSP...
[2025-11-20T23:09:22.996772] [INFO ] [sig       ] Generating forecast for: INSP
[2025-11-20T23:09:22.996824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-11-20T23:09:23.010714] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'INSP'.
[2025-11-20T23:09:23.011274] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-11-20T23:09:23.012303] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-11-20T23:09:23.012380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:23.012428] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:23.012469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:23.012543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:23.081998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:23.083196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:23.083326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:23.083377] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:23.207505] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:23.207765] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:23.207830] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:23.207864] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:23.211882] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: UP (p=58.68%)
[2025-11-20T23:09:23.212212] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-11-20T23:09:23.212423] [INFO ] [sig       ] INSP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:23.359704] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/INSP.txt
[2025-11-20T23:09:23.359977] [INFO ] [sig       ] [398/1341] Completed INSP in 0.4s | 2.68 sym/s | Total: 2.5m | ETA: 5.9m
[2025-11-20T23:09:23.360038] [INFO ] [sig       ] [399/1341] Forecasting INSW...
[2025-11-20T23:09:23.360087] [INFO ] [sig       ] Generating forecast for: INSW
[2025-11-20T23:09:23.360132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSW' from 'https://tdm.silogroup.org/data/derivative_storage/INSW.csv'.
[2025-11-20T23:09:23.374130] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'INSW'.
[2025-11-20T23:09:23.374687] [INFO ] [FORECASTER] Starting predict_future for INSW
[2025-11-20T23:09:23.375667] [DEBUG] [LOCAL     ] No optimal features file found for INSW: ./output/feature-sets/INSW.txt
[2025-11-20T23:09:23.375741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:23.375805] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:23.375851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:23.375925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:23.444567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:23.445745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:23.445858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:23.445908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:23.570188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:23.570399] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:23.570448] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:23.570483] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:23.574197] [DEBUG] [FORECASTER] INSW: Forecast T+1@11:T+2@11: DOWN (p=34.99%)
[2025-11-20T23:09:23.574509] [INFO ] [FORECASTER] Completed predict_future for INSW
[2025-11-20T23:09:23.574675] [INFO ] [sig       ] INSW: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:23.718983] [INFO ] [LOCAL     ] Saved forecast: INSW	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/INSW.txt
[2025-11-20T23:09:23.719186] [INFO ] [sig       ] [399/1341] Completed INSW in 0.4s | 2.68 sym/s | Total: 2.5m | ETA: 5.9m
[2025-11-20T23:09:23.719243] [INFO ] [sig       ] [400/1341] Forecasting INVH...
[2025-11-20T23:09:23.719312] [INFO ] [sig       ] Generating forecast for: INVH
[2025-11-20T23:09:23.719355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-11-20T23:09:23.730247] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'INVH'.
[2025-11-20T23:09:23.730725] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-11-20T23:09:23.731539] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-11-20T23:09:23.731611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:23.731680] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:23.731723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:23.731793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:23.799812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:23.800765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:23.800870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:23.800924] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:23.904088] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:23.904294] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:23.904342] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:23.904376] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:23.907932] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=94.28%)
[2025-11-20T23:09:23.908226] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-11-20T23:09:23.908391] [INFO ] [sig       ] INVH: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:24.052523] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/INVH.txt
[2025-11-20T23:09:24.052752] [INFO ] [sig       ] [400/1341] Completed INVH in 0.3s | 2.68 sym/s | Total: 2.5m | ETA: 5.9m
[2025-11-20T23:09:24.052814] [INFO ] [sig       ] [401/1341] Forecasting IONQ...
[2025-11-20T23:09:24.052883] [INFO ] [sig       ] Generating forecast for: IONQ
[2025-11-20T23:09:24.052934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONQ' from 'https://tdm.silogroup.org/data/derivative_storage/IONQ.csv'.
[2025-11-20T23:09:24.065431] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IONQ'.
[2025-11-20T23:09:24.065885] [INFO ] [FORECASTER] Starting predict_future for IONQ
[2025-11-20T23:09:24.066806] [DEBUG] [LOCAL     ] No optimal features file found for IONQ: ./output/feature-sets/IONQ.txt
[2025-11-20T23:09:24.066911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:24.066960] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:24.067002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:24.067073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:24.133944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:24.134784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:24.134892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:24.134946] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:24.245988] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:24.246246] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:24.246304] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:24.246341] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:24.251114] [DEBUG] [FORECASTER] IONQ: Forecast T+1@11:T+2@11: DOWN (p=29.99%)
[2025-11-20T23:09:24.251630] [INFO ] [FORECASTER] Completed predict_future for IONQ
[2025-11-20T23:09:24.251859] [INFO ] [sig       ] IONQ: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:24.392424] [INFO ] [LOCAL     ] Saved forecast: IONQ	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/IONQ.txt
[2025-11-20T23:09:24.392617] [INFO ] [sig       ] [401/1341] Completed IONQ in 0.3s | 2.68 sym/s | Total: 2.5m | ETA: 5.8m
[2025-11-20T23:09:24.392876] [INFO ] [sig       ] [402/1341] Forecasting IP...
[2025-11-20T23:09:24.392927] [INFO ] [sig       ] Generating forecast for: IP
[2025-11-20T23:09:24.392972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IP' from 'https://tdm.silogroup.org/data/derivative_storage/IP.csv'.
[2025-11-20T23:09:24.405201] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IP'.
[2025-11-20T23:09:24.405581] [INFO ] [FORECASTER] Starting predict_future for IP
[2025-11-20T23:09:24.406421] [DEBUG] [LOCAL     ] No optimal features file found for IP: ./output/feature-sets/IP.txt
[2025-11-20T23:09:24.406493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:24.406540] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:24.406580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:24.406675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:24.473595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:24.474278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:24.474380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:24.474426] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:24.580074] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:24.580279] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:24.580327] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:24.580360] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:24.583939] [DEBUG] [FORECASTER] IP: Forecast T+1@11:T+2@11: DOWN (p=25.75%)
[2025-11-20T23:09:24.584237] [INFO ] [FORECASTER] Completed predict_future for IP
[2025-11-20T23:09:24.584396] [INFO ] [sig       ] IP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:24.729691] [INFO ] [LOCAL     ] Saved forecast: IP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/IP.txt
[2025-11-20T23:09:24.729987] [INFO ] [sig       ] [402/1341] Completed IP in 0.3s | 2.68 sym/s | Total: 2.5m | ETA: 5.8m
[2025-11-20T23:09:24.730148] [INFO ] [sig       ] [403/1341] Forecasting IPG...
[2025-11-20T23:09:24.730197] [INFO ] [sig       ] Generating forecast for: IPG
[2025-11-20T23:09:24.730259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPG' from 'https://tdm.silogroup.org/data/derivative_storage/IPG.csv'.
[2025-11-20T23:09:24.743515] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IPG'.
[2025-11-20T23:09:24.743925] [INFO ] [FORECASTER] Starting predict_future for IPG
[2025-11-20T23:09:24.744784] [DEBUG] [LOCAL     ] No optimal features file found for IPG: ./output/feature-sets/IPG.txt
[2025-11-20T23:09:24.744857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:24.744909] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:24.744951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:24.745023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:24.814227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:24.815403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:24.815518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:24.815569] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:24.945316] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:24.945564] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:24.945617] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:24.945675] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:24.949609] [DEBUG] [FORECASTER] IPG: Forecast T+1@11:T+2@11: DOWN (p=46.75%)
[2025-11-20T23:09:24.949963] [INFO ] [FORECASTER] Completed predict_future for IPG
[2025-11-20T23:09:24.950142] [INFO ] [sig       ] IPG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:25.095438] [INFO ] [LOCAL     ] Saved forecast: IPG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/IPG.txt
[2025-11-20T23:09:25.095675] [INFO ] [sig       ] [403/1341] Completed IPG in 0.4s | 2.68 sym/s | Total: 2.5m | ETA: 5.8m
[2025-11-20T23:09:25.095760] [INFO ] [sig       ] [404/1341] Forecasting IPI...
[2025-11-20T23:09:25.095813] [INFO ] [sig       ] Generating forecast for: IPI
[2025-11-20T23:09:25.095857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-11-20T23:09:25.110182] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IPI'.
[2025-11-20T23:09:25.110710] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-11-20T23:09:25.111603] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-11-20T23:09:25.111702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:25.111752] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:25.111794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:25.111868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:25.180662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:25.181862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:25.181976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:25.182026] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:25.304757] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:25.304995] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:25.305046] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:25.305078] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:25.309188] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=31.75%)
[2025-11-20T23:09:25.309535] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-11-20T23:09:25.309723] [INFO ] [sig       ] IPI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:25.454172] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/IPI.txt
[2025-11-20T23:09:25.454433] [INFO ] [sig       ] [404/1341] Completed IPI in 0.4s | 2.68 sym/s | Total: 2.5m | ETA: 5.8m
[2025-11-20T23:09:25.454524] [INFO ] [sig       ] [405/1341] Forecasting IQI...
[2025-11-20T23:09:25.454573] [INFO ] [sig       ] Generating forecast for: IQI
[2025-11-20T23:09:25.454620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-11-20T23:09:25.467965] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IQI'.
[2025-11-20T23:09:25.468492] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-11-20T23:09:25.469409] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-11-20T23:09:25.469484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:25.469531] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:25.469580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:25.469681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:25.538814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:25.540084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:25.540216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:25.540273] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:25.669702] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:25.669945] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:25.670001] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:25.670037] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:25.674115] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=78.74%)
[2025-11-20T23:09:25.674461] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-11-20T23:09:25.674631] [INFO ] [sig       ] IQI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:25.827841] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/IQI.txt
[2025-11-20T23:09:25.828094] [INFO ] [sig       ] [405/1341] Completed IQI in 0.4s | 2.68 sym/s | Total: 2.5m | ETA: 5.8m
[2025-11-20T23:09:25.828175] [INFO ] [sig       ] [406/1341] Forecasting IRS...
[2025-11-20T23:09:25.828284] [INFO ] [sig       ] Generating forecast for: IRS
[2025-11-20T23:09:25.828332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRS' from 'https://tdm.silogroup.org/data/derivative_storage/IRS.csv'.
[2025-11-20T23:09:25.841985] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IRS'.
[2025-11-20T23:09:25.842707] [INFO ] [FORECASTER] Starting predict_future for IRS
[2025-11-20T23:09:25.843909] [DEBUG] [LOCAL     ] No optimal features file found for IRS: ./output/feature-sets/IRS.txt
[2025-11-20T23:09:25.843987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:25.844036] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:25.844079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:25.844156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:25.915046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:25.916069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:25.916184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:25.916235] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:26.060205] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:26.060449] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:26.060504] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:26.060540] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:26.064527] [DEBUG] [FORECASTER] IRS: Forecast T+1@11:T+2@11: UP (p=65.73%)
[2025-11-20T23:09:26.064884] [INFO ] [FORECASTER] Completed predict_future for IRS
[2025-11-20T23:09:26.065058] [INFO ] [sig       ] IRS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:26.212575] [INFO ] [LOCAL     ] Saved forecast: IRS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/IRS.txt
[2025-11-20T23:09:26.212861] [INFO ] [sig       ] [406/1341] Completed IRS in 0.4s | 2.68 sym/s | Total: 2.5m | ETA: 5.8m
[2025-11-20T23:09:26.212953] [INFO ] [sig       ] [407/1341] Forecasting ITUB...
[2025-11-20T23:09:26.213005] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-11-20T23:09:26.213052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-11-20T23:09:26.226919] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ITUB'.
[2025-11-20T23:09:26.227451] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-11-20T23:09:26.228441] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-11-20T23:09:26.228532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:26.228595] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:26.228712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:26.228834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:26.299151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:26.300232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:26.300397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:26.300451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:26.428132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:26.428426] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:26.428496] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:26.428541] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:26.433039] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: UP (p=56.72%)
[2025-11-20T23:09:26.433466] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-11-20T23:09:26.433689] [INFO ] [sig       ] ITUB: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:26.583334] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ITUB.txt
[2025-11-20T23:09:26.583577] [INFO ] [sig       ] [407/1341] Completed ITUB in 0.4s | 2.68 sym/s | Total: 2.5m | ETA: 5.8m
[2025-11-20T23:09:26.583687] [INFO ] [sig       ] [408/1341] Forecasting ITW...
[2025-11-20T23:09:26.583741] [INFO ] [sig       ] Generating forecast for: ITW
[2025-11-20T23:09:26.583788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITW' from 'https://tdm.silogroup.org/data/derivative_storage/ITW.csv'.
[2025-11-20T23:09:26.597232] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ITW'.
[2025-11-20T23:09:26.597768] [INFO ] [FORECASTER] Starting predict_future for ITW
[2025-11-20T23:09:26.598734] [DEBUG] [LOCAL     ] No optimal features file found for ITW: ./output/feature-sets/ITW.txt
[2025-11-20T23:09:26.598804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:26.598852] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:26.598892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:26.598966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:26.669115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:26.670363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:26.670484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:26.670537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:26.796775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:26.797069] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:26.797126] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:26.797161] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:26.801776] [DEBUG] [FORECASTER] ITW: Forecast T+1@11:T+2@11: DOWN (p=37.67%)
[2025-11-20T23:09:26.802157] [INFO ] [FORECASTER] Completed predict_future for ITW
[2025-11-20T23:09:26.802340] [INFO ] [sig       ] ITW: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:26.950350] [INFO ] [LOCAL     ] Saved forecast: ITW	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ITW.txt
[2025-11-20T23:09:26.950578] [INFO ] [sig       ] [408/1341] Completed ITW in 0.4s | 2.68 sym/s | Total: 2.5m | ETA: 5.8m
[2025-11-20T23:09:26.950637] [INFO ] [sig       ] [409/1341] Forecasting IVR...
[2025-11-20T23:09:26.950730] [INFO ] [sig       ] Generating forecast for: IVR
[2025-11-20T23:09:26.950778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVR' from 'https://tdm.silogroup.org/data/derivative_storage/IVR.csv'.
[2025-11-20T23:09:26.963560] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IVR'.
[2025-11-20T23:09:26.964076] [INFO ] [FORECASTER] Starting predict_future for IVR
[2025-11-20T23:09:26.965027] [DEBUG] [LOCAL     ] No optimal features file found for IVR: ./output/feature-sets/IVR.txt
[2025-11-20T23:09:26.965098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:26.965147] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:26.965191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:26.965343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:27.034737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:27.035874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:27.035990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:27.036052] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:27.163141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:27.163378] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:27.163433] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:27.163469] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:27.167528] [DEBUG] [FORECASTER] IVR: Forecast T+1@11:T+2@11: DOWN (p=12.99%)
[2025-11-20T23:09:27.167889] [INFO ] [FORECASTER] Completed predict_future for IVR
[2025-11-20T23:09:27.168071] [INFO ] [sig       ] IVR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:27.311495] [INFO ] [LOCAL     ] Saved forecast: IVR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/IVR.txt
[2025-11-20T23:09:27.311753] [INFO ] [sig       ] [409/1341] Completed IVR in 0.4s | 2.68 sym/s | Total: 2.5m | ETA: 5.8m
[2025-11-20T23:09:27.311843] [INFO ] [sig       ] [410/1341] Forecasting IVT...
[2025-11-20T23:09:27.311895] [INFO ] [sig       ] Generating forecast for: IVT
[2025-11-20T23:09:27.311943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVT' from 'https://tdm.silogroup.org/data/derivative_storage/IVT.csv'.
[2025-11-20T23:09:27.326770] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IVT'.
[2025-11-20T23:09:27.327311] [INFO ] [FORECASTER] Starting predict_future for IVT
[2025-11-20T23:09:27.328426] [DEBUG] [LOCAL     ] No optimal features file found for IVT: ./output/feature-sets/IVT.txt
[2025-11-20T23:09:27.328503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:27.328553] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:27.328593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:27.328693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:27.400086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:27.401182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:27.401301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:27.401353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:27.529827] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:27.530083] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:27.530140] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:27.530176] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:27.534530] [DEBUG] [FORECASTER] IVT: Forecast T+1@11:T+2@11: UP (p=74.41%)
[2025-11-20T23:09:27.534896] [INFO ] [FORECASTER] Completed predict_future for IVT
[2025-11-20T23:09:27.535080] [INFO ] [sig       ] IVT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:27.678452] [INFO ] [LOCAL     ] Saved forecast: IVT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/IVT.txt
[2025-11-20T23:09:27.678767] [INFO ] [sig       ] [410/1341] Completed IVT in 0.4s | 2.68 sym/s | Total: 2.5m | ETA: 5.8m
[2025-11-20T23:09:27.678829] [INFO ] [sig       ] [411/1341] Forecasting IX...
[2025-11-20T23:09:27.678874] [INFO ] [sig       ] Generating forecast for: IX
[2025-11-20T23:09:27.678919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-11-20T23:09:27.692500] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'IX'.
[2025-11-20T23:09:27.692942] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-11-20T23:09:27.693887] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-11-20T23:09:27.693959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:27.694010] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:27.694052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:27.694126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:27.765197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:27.766381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:27.766493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:27.766544] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:27.897992] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:27.898235] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:27.898292] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:27.898347] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:27.902714] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=98.96%)
[2025-11-20T23:09:27.903089] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-11-20T23:09:27.903273] [INFO ] [sig       ] IX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:28.048454] [INFO ] [LOCAL     ] Saved forecast: IX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/IX.txt
[2025-11-20T23:09:28.048680] [INFO ] [sig       ] [411/1341] Completed IX in 0.4s | 2.68 sym/s | Total: 2.6m | ETA: 5.8m
[2025-11-20T23:09:28.048768] [INFO ] [sig       ] [412/1341] Forecasting JCI...
[2025-11-20T23:09:28.048820] [INFO ] [sig       ] Generating forecast for: JCI
[2025-11-20T23:09:28.048863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-11-20T23:09:28.062201] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JCI'.
[2025-11-20T23:09:28.062611] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-11-20T23:09:28.063516] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-11-20T23:09:28.063588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:28.063667] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:28.063712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:28.063784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:28.133102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:28.134177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:28.134327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:28.134394] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:28.271336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:28.271584] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:28.271656] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:28.271711] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:28.275765] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: UP (p=54.14%)
[2025-11-20T23:09:28.276121] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-11-20T23:09:28.276296] [INFO ] [sig       ] JCI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:28.418461] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/JCI.txt
[2025-11-20T23:09:28.418688] [INFO ] [sig       ] [412/1341] Completed JCI in 0.4s | 2.68 sym/s | Total: 2.6m | ETA: 5.8m
[2025-11-20T23:09:28.418747] [INFO ] [sig       ] [413/1341] Forecasting JELD...
[2025-11-20T23:09:28.418790] [INFO ] [sig       ] Generating forecast for: JELD
[2025-11-20T23:09:28.418860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-11-20T23:09:28.432263] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JELD'.
[2025-11-20T23:09:28.432857] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-11-20T23:09:28.433845] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-11-20T23:09:28.433918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:28.433965] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:28.434006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:28.434078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:28.502578] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:28.503691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:28.503804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:28.503852] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:28.632595] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:28.632895] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:28.632968] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:28.633006] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:28.637224] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-11-20T23:09:28.637571] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-11-20T23:09:28.637769] [INFO ] [sig       ] JELD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:28.779608] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/JELD.txt
[2025-11-20T23:09:28.779864] [INFO ] [sig       ] [413/1341] Completed JELD in 0.4s | 2.68 sym/s | Total: 2.6m | ETA: 5.8m
[2025-11-20T23:09:28.779920] [INFO ] [sig       ] [414/1341] Forecasting JFR...
[2025-11-20T23:09:28.779991] [INFO ] [sig       ] Generating forecast for: JFR
[2025-11-20T23:09:28.780041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFR' from 'https://tdm.silogroup.org/data/derivative_storage/JFR.csv'.
[2025-11-20T23:09:28.793545] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JFR'.
[2025-11-20T23:09:28.794086] [INFO ] [FORECASTER] Starting predict_future for JFR
[2025-11-20T23:09:28.795011] [DEBUG] [LOCAL     ] No optimal features file found for JFR: ./output/feature-sets/JFR.txt
[2025-11-20T23:09:28.795082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:28.795130] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:28.795171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:28.795305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:28.864230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:28.865376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:28.865491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:28.865542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:28.992041] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:28.992291] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:28.992345] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:28.992379] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:28.996386] [DEBUG] [FORECASTER] JFR: Forecast T+1@11:T+2@11: DOWN (p=38.79%)
[2025-11-20T23:09:28.996738] [INFO ] [FORECASTER] Completed predict_future for JFR
[2025-11-20T23:09:28.996968] [INFO ] [sig       ] JFR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:29.142045] [INFO ] [LOCAL     ] Saved forecast: JFR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/JFR.txt
[2025-11-20T23:09:29.142296] [INFO ] [sig       ] [414/1341] Completed JFR in 0.4s | 2.68 sym/s | Total: 2.6m | ETA: 5.8m
[2025-11-20T23:09:29.142366] [INFO ] [sig       ] [415/1341] Forecasting JHG...
[2025-11-20T23:09:29.142466] [INFO ] [sig       ] Generating forecast for: JHG
[2025-11-20T23:09:29.142513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-11-20T23:09:29.156159] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JHG'.
[2025-11-20T23:09:29.156591] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-11-20T23:09:29.157533] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-11-20T23:09:29.157606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:29.157674] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:29.157719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:29.157793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:29.226933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:29.228100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:29.228217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:29.228269] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:29.362935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:29.363242] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:29.363309] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:29.363355] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:29.367543] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=85.97%)
[2025-11-20T23:09:29.367914] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-11-20T23:09:29.368120] [INFO ] [sig       ] JHG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:29.510282] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/JHG.txt
[2025-11-20T23:09:29.510513] [INFO ] [sig       ] [415/1341] Completed JHG in 0.4s | 2.68 sym/s | Total: 2.6m | ETA: 5.8m
[2025-11-20T23:09:29.510571] [INFO ] [sig       ] [416/1341] Forecasting JHI...
[2025-11-20T23:09:29.510623] [INFO ] [sig       ] Generating forecast for: JHI
[2025-11-20T23:09:29.510718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-11-20T23:09:29.524295] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JHI'.
[2025-11-20T23:09:29.524673] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-11-20T23:09:29.525582] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-11-20T23:09:29.525677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:29.525733] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:29.525777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:29.525853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:29.594594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:29.595790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:29.595908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:29.595959] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:29.712781] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:29.713022] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:29.713074] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:29.713108] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:29.717010] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=65.55%)
[2025-11-20T23:09:29.717338] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-11-20T23:09:29.717515] [INFO ] [sig       ] JHI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:29.861656] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/JHI.txt
[2025-11-20T23:09:29.861917] [INFO ] [sig       ] [416/1341] Completed JHI in 0.4s | 2.68 sym/s | Total: 2.6m | ETA: 5.7m
[2025-11-20T23:09:29.862008] [INFO ] [sig       ] [417/1341] Forecasting JHS...
[2025-11-20T23:09:29.862061] [INFO ] [sig       ] Generating forecast for: JHS
[2025-11-20T23:09:29.862108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHS' from 'https://tdm.silogroup.org/data/derivative_storage/JHS.csv'.
[2025-11-20T23:09:29.875476] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JHS'.
[2025-11-20T23:09:29.876056] [INFO ] [FORECASTER] Starting predict_future for JHS
[2025-11-20T23:09:29.877028] [DEBUG] [LOCAL     ] No optimal features file found for JHS: ./output/feature-sets/JHS.txt
[2025-11-20T23:09:29.877102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:29.877151] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:29.877192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:29.877264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:29.948293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:29.949543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:29.949698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:29.949752] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:30.073080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:30.073372] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:30.073433] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:30.073484] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:30.078075] [DEBUG] [FORECASTER] JHS: Forecast T+1@11:T+2@11: DOWN (p=9.31%)
[2025-11-20T23:09:30.078518] [INFO ] [FORECASTER] Completed predict_future for JHS
[2025-11-20T23:09:30.078722] [INFO ] [sig       ] JHS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:30.222290] [INFO ] [LOCAL     ] Saved forecast: JHS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/JHS.txt
[2025-11-20T23:09:30.222543] [INFO ] [sig       ] [417/1341] Completed JHS in 0.4s | 2.68 sym/s | Total: 2.6m | ETA: 5.7m
[2025-11-20T23:09:30.222655] [INFO ] [sig       ] [418/1341] Forecasting JHX...
[2025-11-20T23:09:30.222708] [INFO ] [sig       ] Generating forecast for: JHX
[2025-11-20T23:09:30.222754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-11-20T23:09:30.236757] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JHX'.
[2025-11-20T23:09:30.237410] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-11-20T23:09:30.238448] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-11-20T23:09:30.238522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:30.238587] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:30.238629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:30.238738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:30.307589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:30.308615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:30.308756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:30.308806] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:30.439874] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:30.440107] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:30.440159] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:30.440193] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:30.445632] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-11-20T23:09:30.448426] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-11-20T23:09:30.448622] [INFO ] [sig       ] JHX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:30.592270] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/JHX.txt
[2025-11-20T23:09:30.592490] [INFO ] [sig       ] [418/1341] Completed JHX in 0.4s | 2.68 sym/s | Total: 2.6m | ETA: 5.7m
[2025-11-20T23:09:30.592547] [INFO ] [sig       ] [419/1341] Forecasting JILL...
[2025-11-20T23:09:30.592617] [INFO ] [sig       ] Generating forecast for: JILL
[2025-11-20T23:09:30.592688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-11-20T23:09:30.606293] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JILL'.
[2025-11-20T23:09:30.606743] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-11-20T23:09:30.607694] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-11-20T23:09:30.607766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:30.607814] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:30.607855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:30.607927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:30.678180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:30.679214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:30.679327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:30.679379] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:30.815925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:30.816183] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:30.816239] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:30.816297] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:30.820476] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: DOWN (p=16.01%)
[2025-11-20T23:09:30.821039] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-11-20T23:09:30.821305] [INFO ] [sig       ] JILL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:30.965412] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/JILL.txt
[2025-11-20T23:09:30.965706] [INFO ] [sig       ] [419/1341] Completed JILL in 0.4s | 2.68 sym/s | Total: 2.6m | ETA: 5.7m
[2025-11-20T23:09:30.965787] [INFO ] [sig       ] [420/1341] Forecasting JKS...
[2025-11-20T23:09:30.965835] [INFO ] [sig       ] Generating forecast for: JKS
[2025-11-20T23:09:30.965892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-11-20T23:09:30.979755] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JKS'.
[2025-11-20T23:09:30.980297] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-11-20T23:09:30.981259] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-11-20T23:09:30.981334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:30.981383] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:30.981426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:30.981491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:31.050947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:31.052163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:31.052297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:31.052347] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:31.178302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:31.178562] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:31.178664] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:31.178713] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:31.182921] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=11.42%)
[2025-11-20T23:09:31.183327] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-11-20T23:09:31.183503] [INFO ] [sig       ] JKS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:31.335136] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/JKS.txt
[2025-11-20T23:09:31.335395] [INFO ] [sig       ] [420/1341] Completed JKS in 0.4s | 2.68 sym/s | Total: 2.6m | ETA: 5.7m
[2025-11-20T23:09:31.335483] [INFO ] [sig       ] [421/1341] Forecasting JLL...
[2025-11-20T23:09:31.335539] [INFO ] [sig       ] Generating forecast for: JLL
[2025-11-20T23:09:31.335586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-11-20T23:09:31.350553] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JLL'.
[2025-11-20T23:09:31.351243] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-11-20T23:09:31.352278] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-11-20T23:09:31.352390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:31.352442] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:31.352488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:31.352565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:31.422081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:31.423351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:31.423472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:31.423589] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:31.558971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:31.559243] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:31.559310] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:31.559347] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:31.563447] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-11-20T23:09:31.563794] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-11-20T23:09:31.564012] [INFO ] [sig       ] JLL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:31.713172] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/JLL.txt
[2025-11-20T23:09:31.713431] [INFO ] [sig       ] [421/1341] Completed JLL in 0.4s | 2.68 sym/s | Total: 2.6m | ETA: 5.7m
[2025-11-20T23:09:31.713490] [INFO ] [sig       ] [422/1341] Forecasting JLS...
[2025-11-20T23:09:31.713574] [INFO ] [sig       ] Generating forecast for: JLS
[2025-11-20T23:09:31.713623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-11-20T23:09:31.727131] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JLS'.
[2025-11-20T23:09:31.727825] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-11-20T23:09:31.728906] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-11-20T23:09:31.728984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:31.729035] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:31.729079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:31.729156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:31.802493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:31.803978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:31.804176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:31.804253] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:31.944587] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:31.944892] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:31.945105] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:31.945201] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:31.949326] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: DOWN (p=5.10%)
[2025-11-20T23:09:31.949684] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-11-20T23:09:31.949919] [INFO ] [sig       ] JLS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:32.092683] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/JLS.txt
[2025-11-20T23:09:32.092899] [INFO ] [sig       ] [422/1341] Completed JLS in 0.4s | 2.68 sym/s | Total: 2.6m | ETA: 5.7m
[2025-11-20T23:09:32.092959] [INFO ] [sig       ] [423/1341] Forecasting JMIA...
[2025-11-20T23:09:32.093028] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-11-20T23:09:32.093081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-11-20T23:09:32.106599] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JMIA'.
[2025-11-20T23:09:32.107050] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-11-20T23:09:32.107985] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-11-20T23:09:32.108057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:32.108107] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:32.108147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:32.108232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:32.176894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:32.177866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:32.177981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:32.178031] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:32.311537] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:32.311910] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:32.312017] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:32.312071] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:32.316223] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: DOWN (p=8.72%)
[2025-11-20T23:09:32.316570] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-11-20T23:09:32.316785] [INFO ] [sig       ] JMIA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:32.460137] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/JMIA.txt
[2025-11-20T23:09:32.460416] [INFO ] [sig       ] [423/1341] Completed JMIA in 0.4s | 2.68 sym/s | Total: 2.6m | ETA: 5.7m
[2025-11-20T23:09:32.460480] [INFO ] [sig       ] [424/1341] Forecasting JNJ...
[2025-11-20T23:09:32.460525] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-11-20T23:09:32.460562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-11-20T23:09:32.475181] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JNJ'.
[2025-11-20T23:09:32.475839] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-11-20T23:09:32.476908] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-11-20T23:09:32.476985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:32.477037] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:32.477100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:32.477189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:32.546789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:32.548597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:32.549023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:32.549081] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:32.646067] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:32.646305] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:32.646361] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:32.646432] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:32.650278] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: UP (p=86.44%)
[2025-11-20T23:09:32.650621] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-11-20T23:09:32.650797] [INFO ] [sig       ] JNJ: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:32.800218] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/JNJ.txt
[2025-11-20T23:09:32.800471] [INFO ] [sig       ] [424/1341] Completed JNJ in 0.3s | 2.68 sym/s | Total: 2.6m | ETA: 5.7m
[2025-11-20T23:09:32.800574] [INFO ] [sig       ] [425/1341] Forecasting JOBY...
[2025-11-20T23:09:32.800622] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-11-20T23:09:32.800689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-11-20T23:09:32.814467] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JOBY'.
[2025-11-20T23:09:32.815003] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-11-20T23:09:32.816165] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-11-20T23:09:32.816260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:32.816307] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:32.816348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:32.816421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:32.910519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:32.911816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:32.911966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:32.912039] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:33.006044] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:33.006253] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:33.006303] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:33.006338] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:33.009937] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-11-20T23:09:33.010249] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-11-20T23:09:33.010388] [INFO ] [sig       ] JOBY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:33.212836] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/JOBY.txt
[2025-11-20T23:09:33.213173] [INFO ] [sig       ] [425/1341] Completed JOBY in 0.4s | 2.68 sym/s | Total: 2.6m | ETA: 5.7m
[2025-11-20T23:09:33.213262] [INFO ] [sig       ] [426/1341] Forecasting JOE...
[2025-11-20T23:09:33.213330] [INFO ] [sig       ] Generating forecast for: JOE
[2025-11-20T23:09:33.213395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-11-20T23:09:33.228356] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JOE'.
[2025-11-20T23:09:33.228899] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-11-20T23:09:33.230005] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-11-20T23:09:33.230089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:33.230171] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:33.230236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:33.230341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:33.321137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:33.322343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:33.322488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:33.322546] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:33.428851] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:33.429100] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:33.429155] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:33.429201] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:33.433421] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=42.73%)
[2025-11-20T23:09:33.433816] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-11-20T23:09:33.433982] [INFO ] [sig       ] JOE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:33.576407] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/JOE.txt
[2025-11-20T23:09:33.576616] [INFO ] [sig       ] [426/1341] Completed JOE in 0.4s | 2.68 sym/s | Total: 2.6m | ETA: 5.7m
[2025-11-20T23:09:33.576720] [INFO ] [sig       ] [427/1341] Forecasting JOF...
[2025-11-20T23:09:33.576765] [INFO ] [sig       ] Generating forecast for: JOF
[2025-11-20T23:09:33.576809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-11-20T23:09:33.588168] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JOF'.
[2025-11-20T23:09:33.588582] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-11-20T23:09:33.589475] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-11-20T23:09:33.589551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:33.589616] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:33.589696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:33.589776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:33.659056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:33.660097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:33.660214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:33.660282] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:33.767685] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:33.767900] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:33.767949] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:33.767985] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:33.771963] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: UP (p=82.63%)
[2025-11-20T23:09:33.772460] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-11-20T23:09:33.772692] [INFO ] [sig       ] JOF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:33.914241] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/JOF.txt
[2025-11-20T23:09:33.914405] [INFO ] [sig       ] [427/1341] Completed JOF in 0.3s | 2.68 sym/s | Total: 2.7m | ETA: 5.7m
[2025-11-20T23:09:33.914483] [INFO ] [sig       ] [428/1341] Forecasting JPC...
[2025-11-20T23:09:33.914524] [INFO ] [sig       ] Generating forecast for: JPC
[2025-11-20T23:09:33.914566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-11-20T23:09:33.926103] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JPC'.
[2025-11-20T23:09:33.926453] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-11-20T23:09:33.927327] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-11-20T23:09:33.927401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:33.927451] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:33.927493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:33.927565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:33.998003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:33.998706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:33.998809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:33.998858] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:34.108572] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:34.108783] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:34.108856] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:34.108903] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:34.112602] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=82.79%)
[2025-11-20T23:09:34.112947] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-11-20T23:09:34.113116] [INFO ] [sig       ] JPC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:34.254922] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/JPC.txt
[2025-11-20T23:09:34.255081] [INFO ] [sig       ] [428/1341] Completed JPC in 0.3s | 2.68 sym/s | Total: 2.7m | ETA: 5.7m
[2025-11-20T23:09:34.255144] [INFO ] [sig       ] [429/1341] Forecasting JQC...
[2025-11-20T23:09:34.255182] [INFO ] [sig       ] Generating forecast for: JQC
[2025-11-20T23:09:34.255246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-11-20T23:09:34.270284] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JQC'.
[2025-11-20T23:09:34.270941] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-11-20T23:09:34.271845] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-11-20T23:09:34.271918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:34.271966] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:34.272006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:34.272076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:34.339256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:34.339981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:34.340080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:34.340127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:34.443568] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:34.443789] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:34.443842] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:34.443877] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:34.447463] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-11-20T23:09:34.447789] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-11-20T23:09:34.447946] [INFO ] [sig       ] JQC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:34.589367] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/JQC.txt
[2025-11-20T23:09:34.589536] [INFO ] [sig       ] [429/1341] Completed JQC in 0.3s | 2.68 sym/s | Total: 2.7m | ETA: 5.7m
[2025-11-20T23:09:34.589591] [INFO ] [sig       ] [430/1341] Forecasting JRI...
[2025-11-20T23:09:34.589633] [INFO ] [sig       ] Generating forecast for: JRI
[2025-11-20T23:09:34.589729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-11-20T23:09:34.601760] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JRI'.
[2025-11-20T23:09:34.602096] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-11-20T23:09:34.602911] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-11-20T23:09:34.602982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:34.603028] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:34.603070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:34.603154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:34.671491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:34.672241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:34.672341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:34.672389] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:34.767468] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:34.767699] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:34.767754] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:34.767789] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:34.771272] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=79.60%)
[2025-11-20T23:09:34.771601] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-11-20T23:09:34.771767] [INFO ] [sig       ] JRI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:34.912265] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/JRI.txt
[2025-11-20T23:09:34.912446] [INFO ] [sig       ] [430/1341] Completed JRI in 0.3s | 2.68 sym/s | Total: 2.7m | ETA: 5.7m
[2025-11-20T23:09:34.912500] [INFO ] [sig       ] [431/1341] Forecasting JRS...
[2025-11-20T23:09:34.912541] [INFO ] [sig       ] Generating forecast for: JRS
[2025-11-20T23:09:34.912585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-11-20T23:09:34.923971] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JRS'.
[2025-11-20T23:09:34.924321] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-11-20T23:09:34.925136] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-11-20T23:09:34.925210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:34.925256] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:34.925296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:34.925364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:34.992473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:34.993134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:34.993230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:34.993278] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:35.087409] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:35.087629] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:35.087704] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:35.087745] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:35.091243] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=70.34%)
[2025-11-20T23:09:35.091543] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-11-20T23:09:35.091700] [INFO ] [sig       ] JRS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:35.232263] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/JRS.txt
[2025-11-20T23:09:35.232447] [INFO ] [sig       ] [431/1341] Completed JRS in 0.3s | 2.69 sym/s | Total: 2.7m | ETA: 5.6m
[2025-11-20T23:09:35.232534] [INFO ] [sig       ] [432/1341] Forecasting JXN...
[2025-11-20T23:09:35.232628] [INFO ] [sig       ] Generating forecast for: JXN
[2025-11-20T23:09:35.232715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-11-20T23:09:35.244115] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'JXN'.
[2025-11-20T23:09:35.244498] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-11-20T23:09:35.245358] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-11-20T23:09:35.245431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:35.245478] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:35.245520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:35.245590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:35.312441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:35.313096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:35.313197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:35.313243] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:35.440193] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:35.440513] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:35.440594] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:35.440666] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:35.444629] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: UP (p=53.14%)
[2025-11-20T23:09:35.444979] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-11-20T23:09:35.445155] [INFO ] [sig       ] JXN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:35.587386] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/JXN.txt
[2025-11-20T23:09:35.587627] [INFO ] [sig       ] [432/1341] Completed JXN in 0.4s | 2.69 sym/s | Total: 2.7m | ETA: 5.6m
[2025-11-20T23:09:35.587711] [INFO ] [sig       ] [433/1341] Forecasting KAI...
[2025-11-20T23:09:35.587782] [INFO ] [sig       ] Generating forecast for: KAI
[2025-11-20T23:09:35.587822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-11-20T23:09:35.601276] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KAI'.
[2025-11-20T23:09:35.601692] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-11-20T23:09:35.602680] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-11-20T23:09:35.602755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:35.602805] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:35.602846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:35.602926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:35.671228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:35.672138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:35.672252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:35.672304] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:35.796245] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:35.796481] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:35.796533] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:35.796567] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:35.800516] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: DOWN (p=8.87%)
[2025-11-20T23:09:35.800875] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-11-20T23:09:35.801051] [INFO ] [sig       ] KAI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:35.944240] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/KAI.txt
[2025-11-20T23:09:35.944458] [INFO ] [sig       ] [433/1341] Completed KAI in 0.4s | 2.69 sym/s | Total: 2.7m | ETA: 5.6m
[2025-11-20T23:09:35.944549] [INFO ] [sig       ] [434/1341] Forecasting KAR...
[2025-11-20T23:09:35.944595] [INFO ] [sig       ] Generating forecast for: KAR
[2025-11-20T23:09:35.944663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAR' from 'https://tdm.silogroup.org/data/derivative_storage/KAR.csv'.
[2025-11-20T23:09:35.957893] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KAR'.
[2025-11-20T23:09:35.958475] [INFO ] [FORECASTER] Starting predict_future for KAR
[2025-11-20T23:09:35.959497] [DEBUG] [LOCAL     ] No optimal features file found for KAR: ./output/feature-sets/KAR.txt
[2025-11-20T23:09:35.959571] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:35.959623] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:35.959696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:35.959777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:36.034117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:36.035505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:36.035685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:36.035741] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:36.164280] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:36.164511] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:36.164562] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:36.164595] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:36.169020] [DEBUG] [FORECASTER] KAR: Forecast T+1@11:T+2@11: DOWN (p=46.86%)
[2025-11-20T23:09:36.169422] [INFO ] [FORECASTER] Completed predict_future for KAR
[2025-11-20T23:09:36.169605] [INFO ] [sig       ] KAR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:36.311868] [INFO ] [LOCAL     ] Saved forecast: KAR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/KAR.txt
[2025-11-20T23:09:36.312081] [INFO ] [sig       ] [434/1341] Completed KAR in 0.4s | 2.69 sym/s | Total: 2.7m | ETA: 5.6m
[2025-11-20T23:09:36.312172] [INFO ] [sig       ] [435/1341] Forecasting KB...
[2025-11-20T23:09:36.312225] [INFO ] [sig       ] Generating forecast for: KB
[2025-11-20T23:09:36.312267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-11-20T23:09:36.325356] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KB'.
[2025-11-20T23:09:36.325809] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-11-20T23:09:36.326707] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-11-20T23:09:36.326786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:36.326836] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:36.326890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:36.326961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:36.395757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:36.396902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:36.397023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:36.397075] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:36.520461] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:36.520739] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:36.520825] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:36.520873] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:36.524896] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=9.53%)
[2025-11-20T23:09:36.525304] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-11-20T23:09:36.525487] [INFO ] [sig       ] KB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:36.671758] [INFO ] [LOCAL     ] Saved forecast: KB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/KB.txt
[2025-11-20T23:09:36.672040] [INFO ] [sig       ] [435/1341] Completed KB in 0.4s | 2.69 sym/s | Total: 2.7m | ETA: 5.6m
[2025-11-20T23:09:36.672109] [INFO ] [sig       ] [436/1341] Forecasting KBR...
[2025-11-20T23:09:36.672158] [INFO ] [sig       ] Generating forecast for: KBR
[2025-11-20T23:09:36.672204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBR' from 'https://tdm.silogroup.org/data/derivative_storage/KBR.csv'.
[2025-11-20T23:09:36.685433] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KBR'.
[2025-11-20T23:09:36.685954] [INFO ] [FORECASTER] Starting predict_future for KBR
[2025-11-20T23:09:36.686893] [DEBUG] [LOCAL     ] No optimal features file found for KBR: ./output/feature-sets/KBR.txt
[2025-11-20T23:09:36.686966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:36.687015] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:36.687074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:36.687151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:36.759301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:36.760629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:36.760772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:36.760827] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:36.884789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:36.885037] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:36.885092] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:36.885128] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:36.889181] [DEBUG] [FORECASTER] KBR: Forecast T+1@11:T+2@11: DOWN (p=15.20%)
[2025-11-20T23:09:36.889581] [INFO ] [FORECASTER] Completed predict_future for KBR
[2025-11-20T23:09:36.889779] [INFO ] [sig       ] KBR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:37.036251] [INFO ] [LOCAL     ] Saved forecast: KBR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/KBR.txt
[2025-11-20T23:09:37.036453] [INFO ] [sig       ] [436/1341] Completed KBR in 0.4s | 2.69 sym/s | Total: 2.7m | ETA: 5.6m
[2025-11-20T23:09:37.036567] [INFO ] [sig       ] [437/1341] Forecasting KD...
[2025-11-20T23:09:37.036616] [INFO ] [sig       ] Generating forecast for: KD
[2025-11-20T23:09:37.036681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-11-20T23:09:37.049302] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KD'.
[2025-11-20T23:09:37.049748] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-11-20T23:09:37.050669] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-11-20T23:09:37.050742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:37.050792] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:37.050835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:37.050908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:37.121030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:37.122149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:37.122270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:37.122327] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:37.252717] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:37.252950] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:37.253002] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:37.253040] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:37.257005] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: UP (p=61.46%)
[2025-11-20T23:09:37.257348] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-11-20T23:09:37.257514] [INFO ] [sig       ] KD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:37.402388] [INFO ] [LOCAL     ] Saved forecast: KD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/KD.txt
[2025-11-20T23:09:37.402687] [INFO ] [sig       ] [437/1341] Completed KD in 0.4s | 2.69 sym/s | Total: 2.7m | ETA: 5.6m
[2025-11-20T23:09:37.402752] [INFO ] [sig       ] [438/1341] Forecasting KEYS...
[2025-11-20T23:09:37.402798] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-11-20T23:09:37.402841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-11-20T23:09:37.416462] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KEYS'.
[2025-11-20T23:09:37.419931] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-11-20T23:09:37.421084] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-11-20T23:09:37.421158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:37.421207] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:37.421253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:37.421336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:37.488070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:37.489000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:37.489109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:37.489157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:37.616525] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:37.616829] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:37.616927] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:37.616981] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:37.621042] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=52.13%)
[2025-11-20T23:09:37.621412] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-11-20T23:09:37.621593] [INFO ] [sig       ] KEYS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:37.770186] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/KEYS.txt
[2025-11-20T23:09:37.770433] [INFO ] [sig       ] [438/1341] Completed KEYS in 0.4s | 2.69 sym/s | Total: 2.7m | ETA: 5.6m
[2025-11-20T23:09:37.770523] [INFO ] [sig       ] [439/1341] Forecasting KFS...
[2025-11-20T23:09:37.770579] [INFO ] [sig       ] Generating forecast for: KFS
[2025-11-20T23:09:37.770625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-11-20T23:09:37.783952] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KFS'.
[2025-11-20T23:09:37.784560] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-11-20T23:09:37.785615] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-11-20T23:09:37.785770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:37.785825] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:37.785868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:37.785947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:37.858379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:37.859597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:37.859745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:37.859802] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:37.985599] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:37.985854] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:37.985913] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:37.985949] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:37.990082] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: UP (p=74.86%)
[2025-11-20T23:09:37.990422] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-11-20T23:09:37.990590] [INFO ] [sig       ] KFS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:38.138112] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/KFS.txt
[2025-11-20T23:09:38.138408] [INFO ] [sig       ] [439/1341] Completed KFS in 0.4s | 2.69 sym/s | Total: 2.7m | ETA: 5.6m
[2025-11-20T23:09:38.138477] [INFO ] [sig       ] [440/1341] Forecasting KFY...
[2025-11-20T23:09:38.138519] [INFO ] [sig       ] Generating forecast for: KFY
[2025-11-20T23:09:38.138577] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-11-20T23:09:38.151855] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KFY'.
[2025-11-20T23:09:38.152286] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-11-20T23:09:38.153181] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-11-20T23:09:38.153256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:38.153305] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:38.153349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:38.153422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:38.224685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:38.225952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:38.226087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:38.226158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:38.348052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:38.348288] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:38.348335] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:38.348369] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:38.351966] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2025-11-20T23:09:38.352310] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-11-20T23:09:38.352475] [INFO ] [sig       ] KFY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:38.493794] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/KFY.txt
[2025-11-20T23:09:38.494019] [INFO ] [sig       ] [440/1341] Completed KFY in 0.4s | 2.69 sym/s | Total: 2.7m | ETA: 5.6m
[2025-11-20T23:09:38.494162] [INFO ] [sig       ] [441/1341] Forecasting KGS...
[2025-11-20T23:09:38.494207] [INFO ] [sig       ] Generating forecast for: KGS
[2025-11-20T23:09:38.494343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-11-20T23:09:38.505489] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KGS'.
[2025-11-20T23:09:38.505960] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-11-20T23:09:38.506810] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-11-20T23:09:38.506897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:38.506947] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:38.506987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:38.507059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:38.574210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:38.575154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:38.575261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:38.575309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:38.700197] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:38.700417] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:38.700467] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:38.700514] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:38.704302] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=51.45%)
[2025-11-20T23:09:38.704817] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-11-20T23:09:38.705045] [INFO ] [sig       ] KGS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:38.853945] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/KGS.txt
[2025-11-20T23:09:38.854185] [INFO ] [sig       ] [441/1341] Completed KGS in 0.4s | 2.69 sym/s | Total: 2.7m | ETA: 5.6m
[2025-11-20T23:09:38.854261] [INFO ] [sig       ] [442/1341] Forecasting KIM...
[2025-11-20T23:09:38.854337] [INFO ] [sig       ] Generating forecast for: KIM
[2025-11-20T23:09:38.854386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-11-20T23:09:38.865800] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KIM'.
[2025-11-20T23:09:38.866217] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-11-20T23:09:38.867087] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-11-20T23:09:38.867160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:38.867209] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:38.867252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:38.867327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:38.934733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:38.935426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:38.935523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:38.935571] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:39.063922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:39.064128] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:39.064178] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:39.064215] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:39.067781] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: UP (p=94.87%)
[2025-11-20T23:09:39.068140] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-11-20T23:09:39.068398] [INFO ] [sig       ] KIM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:39.209773] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/KIM.txt
[2025-11-20T23:09:39.209948] [INFO ] [sig       ] [442/1341] Completed KIM in 0.4s | 2.69 sym/s | Total: 2.7m | ETA: 5.6m
[2025-11-20T23:09:39.210003] [INFO ] [sig       ] [443/1341] Forecasting KKR...
[2025-11-20T23:09:39.210044] [INFO ] [sig       ] Generating forecast for: KKR
[2025-11-20T23:09:39.210116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKR' from 'https://tdm.silogroup.org/data/derivative_storage/KKR.csv'.
[2025-11-20T23:09:39.222437] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KKR'.
[2025-11-20T23:09:39.222896] [INFO ] [FORECASTER] Starting predict_future for KKR
[2025-11-20T23:09:39.223933] [DEBUG] [LOCAL     ] No optimal features file found for KKR: ./output/feature-sets/KKR.txt
[2025-11-20T23:09:39.224007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:39.224056] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:39.224098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:39.224172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:39.296288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:39.297230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:39.297354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:39.297405] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:39.422694] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:39.422920] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:39.422981] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:39.423033] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:39.426576] [DEBUG] [FORECASTER] KKR: Forecast T+1@11:T+2@11: UP (p=69.47%)
[2025-11-20T23:09:39.426957] [INFO ] [FORECASTER] Completed predict_future for KKR
[2025-11-20T23:09:39.427150] [INFO ] [sig       ] KKR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:39.568065] [INFO ] [LOCAL     ] Saved forecast: KKR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/KKR.txt
[2025-11-20T23:09:39.568263] [INFO ] [sig       ] [443/1341] Completed KKR in 0.4s | 2.69 sym/s | Total: 2.7m | ETA: 5.6m
[2025-11-20T23:09:39.568367] [INFO ] [sig       ] [444/1341] Forecasting KKRS...
[2025-11-20T23:09:39.568415] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-11-20T23:09:39.568462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-11-20T23:09:39.579962] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KKRS'.
[2025-11-20T23:09:39.580395] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-11-20T23:09:39.581214] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-11-20T23:09:39.581284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:39.581330] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:39.581373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:39.581442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:39.648812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:39.649623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:39.649748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:39.649797] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:39.771553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:39.771808] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:39.771894] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:39.771943] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:39.775634] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-11-20T23:09:39.776008] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-11-20T23:09:39.776182] [INFO ] [sig       ] KKRS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:39.918121] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/KKRS.txt
[2025-11-20T23:09:39.918310] [INFO ] [sig       ] [444/1341] Completed KKRS in 0.3s | 2.69 sym/s | Total: 2.8m | ETA: 5.6m
[2025-11-20T23:09:39.918378] [INFO ] [sig       ] [445/1341] Forecasting KMPB...
[2025-11-20T23:09:39.918468] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-11-20T23:09:39.918522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-11-20T23:09:39.929804] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KMPB'.
[2025-11-20T23:09:39.930130] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-11-20T23:09:39.930944] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-11-20T23:09:39.931015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:39.931061] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:39.931101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:39.931171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:40.003729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:40.004508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:40.004613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:40.004684] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:40.126256] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:40.126471] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:40.126519] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:40.126553] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:40.130184] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=82.78%)
[2025-11-20T23:09:40.130498] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-11-20T23:09:40.130670] [INFO ] [sig       ] KMPB: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:40.276030] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/KMPB.txt
[2025-11-20T23:09:40.276241] [INFO ] [sig       ] [445/1341] Completed KMPB in 0.4s | 2.69 sym/s | Total: 2.8m | ETA: 5.6m
[2025-11-20T23:09:40.276301] [INFO ] [sig       ] [446/1341] Forecasting KMPR...
[2025-11-20T23:09:40.276342] [INFO ] [sig       ] Generating forecast for: KMPR
[2025-11-20T23:09:40.276410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPR' from 'https://tdm.silogroup.org/data/derivative_storage/KMPR.csv'.
[2025-11-20T23:09:40.289637] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KMPR'.
[2025-11-20T23:09:40.290148] [INFO ] [FORECASTER] Starting predict_future for KMPR
[2025-11-20T23:09:40.291215] [DEBUG] [LOCAL     ] No optimal features file found for KMPR: ./output/feature-sets/KMPR.txt
[2025-11-20T23:09:40.291289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:40.291339] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:40.291395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:40.291488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:40.359468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:40.360713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:40.360850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:40.360913] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:40.482930] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:40.483179] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:40.483231] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:40.483265] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:40.487255] [DEBUG] [FORECASTER] KMPR: Forecast T+1@11:T+2@11: UP (p=82.20%)
[2025-11-20T23:09:40.487610] [INFO ] [FORECASTER] Completed predict_future for KMPR
[2025-11-20T23:09:40.487791] [INFO ] [sig       ] KMPR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:40.635960] [INFO ] [LOCAL     ] Saved forecast: KMPR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/KMPR.txt
[2025-11-20T23:09:40.636160] [INFO ] [sig       ] [446/1341] Completed KMPR in 0.4s | 2.69 sym/s | Total: 2.8m | ETA: 5.5m
[2025-11-20T23:09:40.636222] [INFO ] [sig       ] [447/1341] Forecasting KMT...
[2025-11-20T23:09:40.636299] [INFO ] [sig       ] Generating forecast for: KMT
[2025-11-20T23:09:40.636350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMT' from 'https://tdm.silogroup.org/data/derivative_storage/KMT.csv'.
[2025-11-20T23:09:40.649887] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KMT'.
[2025-11-20T23:09:40.650390] [INFO ] [FORECASTER] Starting predict_future for KMT
[2025-11-20T23:09:40.651328] [DEBUG] [LOCAL     ] No optimal features file found for KMT: ./output/feature-sets/KMT.txt
[2025-11-20T23:09:40.651406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:40.651466] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:40.651511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:40.651584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:40.724248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:40.725369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:40.725495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:40.725547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:40.848526] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:40.848778] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:40.848856] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:40.848903] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:40.853075] [DEBUG] [FORECASTER] KMT: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-11-20T23:09:40.853429] [INFO ] [FORECASTER] Completed predict_future for KMT
[2025-11-20T23:09:40.853609] [INFO ] [sig       ] KMT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:41.001428] [INFO ] [LOCAL     ] Saved forecast: KMT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/KMT.txt
[2025-11-20T23:09:41.001664] [INFO ] [sig       ] [447/1341] Completed KMT in 0.4s | 2.69 sym/s | Total: 2.8m | ETA: 5.5m
[2025-11-20T23:09:41.001752] [INFO ] [sig       ] [448/1341] Forecasting KMX...
[2025-11-20T23:09:41.001800] [INFO ] [sig       ] Generating forecast for: KMX
[2025-11-20T23:09:41.001846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-11-20T23:09:41.015330] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KMX'.
[2025-11-20T23:09:41.015930] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-11-20T23:09:41.016835] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-11-20T23:09:41.016931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:41.016981] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:41.017039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:41.017121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:41.084097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:41.084820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:41.084921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:41.084971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:41.215106] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:41.215303] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:41.215349] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:41.215382] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:41.218990] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=8.18%)
[2025-11-20T23:09:41.219291] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-11-20T23:09:41.219467] [INFO ] [sig       ] KMX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:41.359716] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/KMX.txt
[2025-11-20T23:09:41.359871] [INFO ] [sig       ] [448/1341] Completed KMX in 0.4s | 2.69 sym/s | Total: 2.8m | ETA: 5.5m
[2025-11-20T23:09:41.359924] [INFO ] [sig       ] [449/1341] Forecasting KN...
[2025-11-20T23:09:41.359968] [INFO ] [sig       ] Generating forecast for: KN
[2025-11-20T23:09:41.360003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-11-20T23:09:41.372316] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KN'.
[2025-11-20T23:09:41.372700] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-11-20T23:09:41.373535] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-11-20T23:09:41.373607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:41.373690] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:41.373737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:41.373807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:41.440976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:41.441602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:41.441718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:41.441768] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:41.572738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:41.572947] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:41.573153] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:41.573230] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:41.576979] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=18.92%)
[2025-11-20T23:09:41.577393] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-11-20T23:09:41.577666] [INFO ] [sig       ] KN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:41.718899] [INFO ] [LOCAL     ] Saved forecast: KN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/KN.txt
[2025-11-20T23:09:41.719086] [INFO ] [sig       ] [449/1341] Completed KN in 0.4s | 2.69 sym/s | Total: 2.8m | ETA: 5.5m
[2025-11-20T23:09:41.719144] [INFO ] [sig       ] [450/1341] Forecasting KTB...
[2025-11-20T23:09:41.719187] [INFO ] [sig       ] Generating forecast for: KTB
[2025-11-20T23:09:41.719258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-11-20T23:09:41.731461] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KTB'.
[2025-11-20T23:09:41.731817] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-11-20T23:09:41.732677] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-11-20T23:09:41.732749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:41.732797] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:41.732837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:41.732911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:41.799983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:41.800668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:41.800767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:41.800817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:41.942346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:41.942591] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:41.942774] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:41.942868] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:41.946408] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-11-20T23:09:41.946781] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-11-20T23:09:41.946974] [INFO ] [sig       ] KTB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:42.087542] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/KTB.txt
[2025-11-20T23:09:42.087710] [INFO ] [sig       ] [450/1341] Completed KTB in 0.4s | 2.69 sym/s | Total: 2.8m | ETA: 5.5m
[2025-11-20T23:09:42.087768] [INFO ] [sig       ] [451/1341] Forecasting KTF...
[2025-11-20T23:09:42.087812] [INFO ] [sig       ] Generating forecast for: KTF
[2025-11-20T23:09:42.087878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-11-20T23:09:42.099677] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KTF'.
[2025-11-20T23:09:42.100153] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-11-20T23:09:42.101043] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-11-20T23:09:42.101115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:42.101162] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:42.101213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:42.101284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:42.167719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:42.168784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:42.168891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:42.168939] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:42.291704] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:42.291955] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:42.292005] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:42.292046] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:42.295834] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=63.00%)
[2025-11-20T23:09:42.296146] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-11-20T23:09:42.296316] [INFO ] [sig       ] KTF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:42.436156] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/KTF.txt
[2025-11-20T23:09:42.436320] [INFO ] [sig       ] [451/1341] Completed KTF in 0.3s | 2.69 sym/s | Total: 2.8m | ETA: 5.5m
[2025-11-20T23:09:42.436388] [INFO ] [sig       ] [452/1341] Forecasting KVUE...
[2025-11-20T23:09:42.436472] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-11-20T23:09:42.436522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-11-20T23:09:42.449308] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KVUE'.
[2025-11-20T23:09:42.449687] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-11-20T23:09:42.450534] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-11-20T23:09:42.450606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:42.450673] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:42.450718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:42.450787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:42.518334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:42.519332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:42.519440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:42.519489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:42.638727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:42.638956] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:42.639005] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:42.639039] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:42.642687] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2025-11-20T23:09:42.642995] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-11-20T23:09:42.643168] [INFO ] [sig       ] KVUE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:42.786201] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/KVUE.txt
[2025-11-20T23:09:42.786460] [INFO ] [sig       ] [452/1341] Completed KVUE in 0.3s | 2.69 sym/s | Total: 2.8m | ETA: 5.5m
[2025-11-20T23:09:42.786545] [INFO ] [sig       ] [453/1341] Forecasting KVYO...
[2025-11-20T23:09:42.786592] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-11-20T23:09:42.786657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-11-20T23:09:42.799062] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KVYO'.
[2025-11-20T23:09:42.799549] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-11-20T23:09:42.800433] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-11-20T23:09:42.800516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:42.800564] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:42.800606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:42.800708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:42.868730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:42.869565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:42.869695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:42.869748] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:42.976319] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:42.976546] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:42.976593] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:42.976627] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:42.980126] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: DOWN (p=41.23%)
[2025-11-20T23:09:42.980421] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-11-20T23:09:42.980565] [INFO ] [sig       ] KVYO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:43.122613] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/KVYO.txt
[2025-11-20T23:09:43.122832] [INFO ] [sig       ] [453/1341] Completed KVYO in 0.3s | 2.69 sym/s | Total: 2.8m | ETA: 5.5m
[2025-11-20T23:09:43.122917] [INFO ] [sig       ] [454/1341] Forecasting KW...
[2025-11-20T23:09:43.122966] [INFO ] [sig       ] Generating forecast for: KW
[2025-11-20T23:09:43.123009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KW' from 'https://tdm.silogroup.org/data/derivative_storage/KW.csv'.
[2025-11-20T23:09:43.135024] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KW'.
[2025-11-20T23:09:43.135481] [INFO ] [FORECASTER] Starting predict_future for KW
[2025-11-20T23:09:43.136317] [DEBUG] [LOCAL     ] No optimal features file found for KW: ./output/feature-sets/KW.txt
[2025-11-20T23:09:43.136388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:43.136434] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:43.136474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:43.136544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:43.202617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:43.203500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:43.203603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:43.203671] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:43.321153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:43.321400] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:43.321456] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:43.321493] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:43.325563] [DEBUG] [FORECASTER] KW: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2025-11-20T23:09:43.325924] [INFO ] [FORECASTER] Completed predict_future for KW
[2025-11-20T23:09:43.326103] [INFO ] [sig       ] KW: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:43.471247] [INFO ] [LOCAL     ] Saved forecast: KW	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/KW.txt
[2025-11-20T23:09:43.471464] [INFO ] [sig       ] [454/1341] Completed KW in 0.3s | 2.69 sym/s | Total: 2.8m | ETA: 5.5m
[2025-11-20T23:09:43.471553] [INFO ] [sig       ] [455/1341] Forecasting KWR...
[2025-11-20T23:09:43.471604] [INFO ] [sig       ] Generating forecast for: KWR
[2025-11-20T23:09:43.471669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KWR' from 'https://tdm.silogroup.org/data/derivative_storage/KWR.csv'.
[2025-11-20T23:09:43.485603] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KWR'.
[2025-11-20T23:09:43.486229] [INFO ] [FORECASTER] Starting predict_future for KWR
[2025-11-20T23:09:43.487192] [DEBUG] [LOCAL     ] No optimal features file found for KWR: ./output/feature-sets/KWR.txt
[2025-11-20T23:09:43.487268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:43.487323] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:43.487372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:43.487458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:43.555054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:43.555868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:43.555973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:43.556021] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:43.679912] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:43.680100] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:43.680145] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:43.680178] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:43.683789] [DEBUG] [FORECASTER] KWR: Forecast T+1@11:T+2@11: UP (p=92.48%)
[2025-11-20T23:09:43.684092] [INFO ] [FORECASTER] Completed predict_future for KWR
[2025-11-20T23:09:43.684252] [INFO ] [sig       ] KWR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:43.824441] [INFO ] [LOCAL     ] Saved forecast: KWR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/KWR.txt
[2025-11-20T23:09:43.824608] [INFO ] [sig       ] [455/1341] Completed KWR in 0.4s | 2.69 sym/s | Total: 2.8m | ETA: 5.5m
[2025-11-20T23:09:43.824704] [INFO ] [sig       ] [456/1341] Forecasting KYN...
[2025-11-20T23:09:43.824751] [INFO ] [sig       ] Generating forecast for: KYN
[2025-11-20T23:09:43.824794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-11-20T23:09:43.837225] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'KYN'.
[2025-11-20T23:09:43.837582] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-11-20T23:09:43.838425] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-11-20T23:09:43.838496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:43.838543] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:43.838582] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:43.838674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:43.905610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:43.906306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:43.906407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:43.906456] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:44.030050] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:44.030286] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:44.030334] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:44.030391] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:44.033957] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: UP (p=71.24%)
[2025-11-20T23:09:44.034253] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-11-20T23:09:44.034393] [INFO ] [sig       ] KYN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:44.177758] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/KYN.txt
[2025-11-20T23:09:44.177931] [INFO ] [sig       ] [456/1341] Completed KYN in 0.4s | 2.69 sym/s | Total: 2.8m | ETA: 5.5m
[2025-11-20T23:09:44.177999] [INFO ] [sig       ] [457/1341] Forecasting L...
[2025-11-20T23:09:44.178056] [INFO ] [sig       ] Generating forecast for: L
[2025-11-20T23:09:44.178139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-11-20T23:09:44.191802] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'L'.
[2025-11-20T23:09:44.192301] [INFO ] [FORECASTER] Starting predict_future for L
[2025-11-20T23:09:44.193259] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-11-20T23:09:44.193334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:44.193387] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:44.193433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:44.193506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:44.263424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:44.264638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:44.264778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:44.264831] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:44.387632] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:44.387894] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:44.387950] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:44.387985] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:44.391914] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=29.50%)
[2025-11-20T23:09:44.392242] [INFO ] [FORECASTER] Completed predict_future for L
[2025-11-20T23:09:44.392400] [INFO ] [sig       ] L: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:44.537289] [INFO ] [LOCAL     ] Saved forecast: L	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/L.txt
[2025-11-20T23:09:44.537502] [INFO ] [sig       ] [457/1341] Completed L in 0.4s | 2.69 sym/s | Total: 2.8m | ETA: 5.5m
[2025-11-20T23:09:44.537560] [INFO ] [sig       ] [458/1341] Forecasting LAC...
[2025-11-20T23:09:44.537631] [INFO ] [sig       ] Generating forecast for: LAC
[2025-11-20T23:09:44.537704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-11-20T23:09:44.550614] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LAC'.
[2025-11-20T23:09:44.551057] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-11-20T23:09:44.551959] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-11-20T23:09:44.552032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:44.552084] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:44.552128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:44.552202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:44.622518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:44.623701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:44.623819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:44.623871] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:44.753046] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:44.753289] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:44.753341] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:44.753375] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:44.757361] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2025-11-20T23:09:44.757714] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-11-20T23:09:44.757875] [INFO ] [sig       ] LAC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:44.901815] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/LAC.txt
[2025-11-20T23:09:44.902037] [INFO ] [sig       ] [458/1341] Completed LAC in 0.4s | 2.69 sym/s | Total: 2.8m | ETA: 5.5m
[2025-11-20T23:09:44.902127] [INFO ] [sig       ] [459/1341] Forecasting LAD...
[2025-11-20T23:09:44.902179] [INFO ] [sig       ] Generating forecast for: LAD
[2025-11-20T23:09:44.902225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-11-20T23:09:44.916369] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LAD'.
[2025-11-20T23:09:44.916912] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-11-20T23:09:44.917906] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-11-20T23:09:44.917981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:44.918032] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:44.918077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:44.918151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:44.987381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:44.988699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:44.988815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:44.988865] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:45.114006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:45.114249] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:45.114302] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:45.114338] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:45.118406] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=22.24%)
[2025-11-20T23:09:45.118765] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-11-20T23:09:45.118940] [INFO ] [sig       ] LAD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:45.264540] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/LAD.txt
[2025-11-20T23:09:45.264777] [INFO ] [sig       ] [459/1341] Completed LAD in 0.4s | 2.69 sym/s | Total: 2.8m | ETA: 5.5m
[2025-11-20T23:09:45.264856] [INFO ] [sig       ] [460/1341] Forecasting LADR...
[2025-11-20T23:09:45.264895] [INFO ] [sig       ] Generating forecast for: LADR
[2025-11-20T23:09:45.264950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LADR' from 'https://tdm.silogroup.org/data/derivative_storage/LADR.csv'.
[2025-11-20T23:09:45.278470] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LADR'.
[2025-11-20T23:09:45.278931] [INFO ] [FORECASTER] Starting predict_future for LADR
[2025-11-20T23:09:45.279855] [DEBUG] [LOCAL     ] No optimal features file found for LADR: ./output/feature-sets/LADR.txt
[2025-11-20T23:09:45.279927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:45.279976] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:45.280020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:45.280094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:45.348753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:45.349889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:45.350003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:45.350053] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:45.473500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:45.473755] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:45.473816] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:45.473850] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:45.477798] [DEBUG] [FORECASTER] LADR: Forecast T+1@11:T+2@11: UP (p=93.51%)
[2025-11-20T23:09:45.478120] [INFO ] [FORECASTER] Completed predict_future for LADR
[2025-11-20T23:09:45.478279] [INFO ] [sig       ] LADR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:45.620307] [INFO ] [LOCAL     ] Saved forecast: LADR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/LADR.txt
[2025-11-20T23:09:45.620510] [INFO ] [sig       ] [460/1341] Completed LADR in 0.4s | 2.69 sym/s | Total: 2.8m | ETA: 5.5m
[2025-11-20T23:09:45.620597] [INFO ] [sig       ] [461/1341] Forecasting LAW...
[2025-11-20T23:09:45.620663] [INFO ] [sig       ] Generating forecast for: LAW
[2025-11-20T23:09:45.620708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAW' from 'https://tdm.silogroup.org/data/derivative_storage/LAW.csv'.
[2025-11-20T23:09:45.633522] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LAW'.
[2025-11-20T23:09:45.633952] [INFO ] [FORECASTER] Starting predict_future for LAW
[2025-11-20T23:09:45.634859] [DEBUG] [LOCAL     ] No optimal features file found for LAW: ./output/feature-sets/LAW.txt
[2025-11-20T23:09:45.634933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:45.634982] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:45.635024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:45.635096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:45.704479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:45.705381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:45.705495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:45.705552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:45.832212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:45.832474] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:45.832528] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:45.832562] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:45.836491] [DEBUG] [FORECASTER] LAW: Forecast T+1@11:T+2@11: DOWN (p=33.86%)
[2025-11-20T23:09:45.836844] [INFO ] [FORECASTER] Completed predict_future for LAW
[2025-11-20T23:09:45.837038] [INFO ] [sig       ] LAW: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:45.980012] [INFO ] [LOCAL     ] Saved forecast: LAW	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/LAW.txt
[2025-11-20T23:09:45.980228] [INFO ] [sig       ] [461/1341] Completed LAW in 0.4s | 2.69 sym/s | Total: 2.9m | ETA: 5.4m
[2025-11-20T23:09:45.980286] [INFO ] [sig       ] [462/1341] Forecasting LAZ...
[2025-11-20T23:09:45.980329] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-11-20T23:09:45.980394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-11-20T23:09:45.993793] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LAZ'.
[2025-11-20T23:09:45.994167] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-11-20T23:09:45.995120] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-11-20T23:09:45.995205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:45.995256] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:45.995300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:45.995374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:46.066111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:46.067227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:46.067374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:46.067425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:46.194014] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:46.194260] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:46.194312] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:46.194345] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:46.198305] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=99.67%)
[2025-11-20T23:09:46.198659] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-11-20T23:09:46.198828] [INFO ] [sig       ] LAZ: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:46.341199] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/LAZ.txt
[2025-11-20T23:09:46.341536] [INFO ] [sig       ] [462/1341] Completed LAZ in 0.4s | 2.69 sym/s | Total: 2.9m | ETA: 5.4m
[2025-11-20T23:09:46.341602] [INFO ] [sig       ] [463/1341] Forecasting LBRT...
[2025-11-20T23:09:46.341675] [INFO ] [sig       ] Generating forecast for: LBRT
[2025-11-20T23:09:46.341725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRT' from 'https://tdm.silogroup.org/data/derivative_storage/LBRT.csv'.
[2025-11-20T23:09:46.355002] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LBRT'.
[2025-11-20T23:09:46.355465] [INFO ] [FORECASTER] Starting predict_future for LBRT
[2025-11-20T23:09:46.356487] [DEBUG] [LOCAL     ] No optimal features file found for LBRT: ./output/feature-sets/LBRT.txt
[2025-11-20T23:09:46.356561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:46.356618] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:46.356684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:46.356765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:46.425906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:46.426978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:46.427092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:46.427140] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:46.560912] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:46.561215] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:46.561270] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:46.561304] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:46.568174] [DEBUG] [FORECASTER] LBRT: Forecast T+1@11:T+2@11: UP (p=87.84%)
[2025-11-20T23:09:46.568920] [INFO ] [FORECASTER] Completed predict_future for LBRT
[2025-11-20T23:09:46.569172] [INFO ] [sig       ] LBRT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:46.719291] [INFO ] [LOCAL     ] Saved forecast: LBRT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/LBRT.txt
[2025-11-20T23:09:46.719555] [INFO ] [sig       ] [463/1341] Completed LBRT in 0.4s | 2.69 sym/s | Total: 2.9m | ETA: 5.4m
[2025-11-20T23:09:46.719690] [INFO ] [sig       ] [464/1341] Forecasting LC...
[2025-11-20T23:09:46.719740] [INFO ] [sig       ] Generating forecast for: LC
[2025-11-20T23:09:46.719787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-11-20T23:09:46.733455] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LC'.
[2025-11-20T23:09:46.734031] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-11-20T23:09:46.735020] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-11-20T23:09:46.735094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:46.735148] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:46.735202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:46.735318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:46.803714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:46.804932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:46.805054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:46.805103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:46.934432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:46.934664] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:46.934744] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:46.934791] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:46.938831] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: UP (p=53.78%)
[2025-11-20T23:09:46.939178] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-11-20T23:09:46.939361] [INFO ] [sig       ] LC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:47.084144] [INFO ] [LOCAL     ] Saved forecast: LC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/LC.txt
[2025-11-20T23:09:47.084438] [INFO ] [sig       ] [464/1341] Completed LC in 0.4s | 2.69 sym/s | Total: 2.9m | ETA: 5.4m
[2025-11-20T23:09:47.084514] [INFO ] [sig       ] [465/1341] Forecasting LCII...
[2025-11-20T23:09:47.084563] [INFO ] [sig       ] Generating forecast for: LCII
[2025-11-20T23:09:47.084612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-11-20T23:09:47.099000] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LCII'.
[2025-11-20T23:09:47.099682] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-11-20T23:09:47.100762] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-11-20T23:09:47.100840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:47.100930] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:47.100976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:47.101050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:47.170888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:47.172087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:47.172201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:47.172251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:47.301931] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:47.302190] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:47.302243] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:47.302277] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:47.306322] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=41.31%)
[2025-11-20T23:09:47.306684] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-11-20T23:09:47.306897] [INFO ] [sig       ] LCII: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:47.447658] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/LCII.txt
[2025-11-20T23:09:47.447872] [INFO ] [sig       ] [465/1341] Completed LCII in 0.4s | 2.69 sym/s | Total: 2.9m | ETA: 5.4m
[2025-11-20T23:09:47.447971] [INFO ] [sig       ] [466/1341] Forecasting LDI...
[2025-11-20T23:09:47.448015] [INFO ] [sig       ] Generating forecast for: LDI
[2025-11-20T23:09:47.448061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-11-20T23:09:47.466472] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LDI'.
[2025-11-20T23:09:47.467284] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-11-20T23:09:47.468775] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-11-20T23:09:47.468871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:47.468939] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:47.468999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:47.469107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:47.541580] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:47.542877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:47.543010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:47.543061] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:47.678130] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:47.678381] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:47.678437] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:47.678473] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:47.682588] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=54.61%)
[2025-11-20T23:09:47.682937] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-11-20T23:09:47.683099] [INFO ] [sig       ] LDI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:47.827947] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/LDI.txt
[2025-11-20T23:09:47.828247] [INFO ] [sig       ] [466/1341] Completed LDI in 0.4s | 2.69 sym/s | Total: 2.9m | ETA: 5.4m
[2025-11-20T23:09:47.828332] [INFO ] [sig       ] [467/1341] Forecasting LDOS...
[2025-11-20T23:09:47.828394] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-11-20T23:09:47.828456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-11-20T23:09:47.842000] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LDOS'.
[2025-11-20T23:09:47.842494] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-11-20T23:09:47.843623] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-11-20T23:09:47.843715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:47.843767] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:47.843810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:47.843882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:47.915428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:47.916519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:47.916634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:47.916707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:48.047148] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:48.047421] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:48.047488] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:48.047537] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:48.051732] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: DOWN (p=16.19%)
[2025-11-20T23:09:48.052122] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-11-20T23:09:48.052328] [INFO ] [sig       ] LDOS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:48.200774] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/LDOS.txt
[2025-11-20T23:09:48.201033] [INFO ] [sig       ] [467/1341] Completed LDOS in 0.4s | 2.69 sym/s | Total: 2.9m | ETA: 5.4m
[2025-11-20T23:09:48.201121] [INFO ] [sig       ] [468/1341] Forecasting LDP...
[2025-11-20T23:09:48.201201] [INFO ] [sig       ] Generating forecast for: LDP
[2025-11-20T23:09:48.201273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-11-20T23:09:48.217049] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LDP'.
[2025-11-20T23:09:48.217671] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-11-20T23:09:48.218708] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-11-20T23:09:48.218791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:48.218841] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:48.218884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:48.218960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:48.294161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:48.295323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:48.295444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:48.295504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:48.419208] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:48.419431] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:48.419480] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:48.419513] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:48.423358] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=80.20%)
[2025-11-20T23:09:48.423708] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-11-20T23:09:48.423883] [INFO ] [sig       ] LDP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:48.566578] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/LDP.txt
[2025-11-20T23:09:48.566831] [INFO ] [sig       ] [468/1341] Completed LDP in 0.4s | 2.69 sym/s | Total: 2.9m | ETA: 5.4m
[2025-11-20T23:09:48.566901] [INFO ] [sig       ] [469/1341] Forecasting LEA...
[2025-11-20T23:09:48.566950] [INFO ] [sig       ] Generating forecast for: LEA
[2025-11-20T23:09:48.566996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-11-20T23:09:48.580305] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LEA'.
[2025-11-20T23:09:48.580729] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-11-20T23:09:48.581622] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-11-20T23:09:48.581720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:48.581769] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:48.581813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:48.581918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:48.652312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:48.653689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:48.653827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:48.653907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:48.782020] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:48.782257] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:48.782310] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:48.782367] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:48.786285] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=10.40%)
[2025-11-20T23:09:48.786820] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-11-20T23:09:48.787080] [INFO ] [sig       ] LEA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:48.932494] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/LEA.txt
[2025-11-20T23:09:48.932785] [INFO ] [sig       ] [469/1341] Completed LEA in 0.4s | 2.69 sym/s | Total: 2.9m | ETA: 5.4m
[2025-11-20T23:09:48.932883] [INFO ] [sig       ] [470/1341] Forecasting LEG...
[2025-11-20T23:09:48.932934] [INFO ] [sig       ] Generating forecast for: LEG
[2025-11-20T23:09:48.932976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-11-20T23:09:48.946494] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LEG'.
[2025-11-20T23:09:48.947028] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-11-20T23:09:48.947970] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-11-20T23:09:48.948044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:48.948094] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:48.948136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:48.948211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:49.018538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:49.019585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:49.019723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:49.019776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:49.140931] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:49.141162] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:49.141212] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:49.141246] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:49.145007] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: UP (p=86.47%)
[2025-11-20T23:09:49.145314] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-11-20T23:09:49.145465] [INFO ] [sig       ] LEG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:49.288005] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/LEG.txt
[2025-11-20T23:09:49.288183] [INFO ] [sig       ] [470/1341] Completed LEG in 0.4s | 2.69 sym/s | Total: 2.9m | ETA: 5.4m
[2025-11-20T23:09:49.288240] [INFO ] [sig       ] [471/1341] Forecasting LH...
[2025-11-20T23:09:49.288309] [INFO ] [sig       ] Generating forecast for: LH
[2025-11-20T23:09:49.288362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-11-20T23:09:49.300812] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LH'.
[2025-11-20T23:09:49.301187] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-11-20T23:09:49.302008] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-11-20T23:09:49.302079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:49.302125] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:49.302166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:49.302235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:49.369985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:49.370705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:49.370800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:49.370866] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:49.489048] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:49.489273] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:49.489322] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:49.489356] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:49.492895] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: UP (p=71.99%)
[2025-11-20T23:09:49.493193] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-11-20T23:09:49.493340] [INFO ] [sig       ] LH: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:49.634955] [INFO ] [LOCAL     ] Saved forecast: LH	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/LH.txt
[2025-11-20T23:09:49.635121] [INFO ] [sig       ] [471/1341] Completed LH in 0.3s | 2.69 sym/s | Total: 2.9m | ETA: 5.4m
[2025-11-20T23:09:49.635177] [INFO ] [sig       ] [472/1341] Forecasting LHX...
[2025-11-20T23:09:49.635249] [INFO ] [sig       ] Generating forecast for: LHX
[2025-11-20T23:09:49.635295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-11-20T23:09:49.647898] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LHX'.
[2025-11-20T23:09:49.648251] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-11-20T23:09:49.649106] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-11-20T23:09:49.649177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:49.649226] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:49.649267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:49.649335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:49.718531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:49.719563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:49.719699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:49.719752] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:49.839302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:49.839526] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:49.839573] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:49.839607] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:49.843152] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-11-20T23:09:49.843455] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-11-20T23:09:49.843605] [INFO ] [sig       ] LHX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:49.987061] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/LHX.txt
[2025-11-20T23:09:49.987250] [INFO ] [sig       ] [472/1341] Completed LHX in 0.4s | 2.69 sym/s | Total: 2.9m | ETA: 5.4m
[2025-11-20T23:09:49.987334] [INFO ] [sig       ] [473/1341] Forecasting LII...
[2025-11-20T23:09:49.987387] [INFO ] [sig       ] Generating forecast for: LII
[2025-11-20T23:09:49.987431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-11-20T23:09:49.999678] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LII'.
[2025-11-20T23:09:50.000081] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-11-20T23:09:50.000922] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-11-20T23:09:50.000994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:50.001040] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:50.001096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:50.001170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:50.069698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:50.070497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:50.070606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:50.070677] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:50.190527] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:50.190755] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:50.190828] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:50.190873] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:50.194467] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: DOWN (p=12.84%)
[2025-11-20T23:09:50.194949] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-11-20T23:09:50.195176] [INFO ] [sig       ] LII: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:50.340120] [INFO ] [LOCAL     ] Saved forecast: LII	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/LII.txt
[2025-11-20T23:09:50.340300] [INFO ] [sig       ] [473/1341] Completed LII in 0.4s | 2.69 sym/s | Total: 2.9m | ETA: 5.4m
[2025-11-20T23:09:50.340382] [INFO ] [sig       ] [474/1341] Forecasting LITB...
[2025-11-20T23:09:50.340419] [INFO ] [sig       ] Generating forecast for: LITB
[2025-11-20T23:09:50.340457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITB' from 'https://tdm.silogroup.org/data/derivative_storage/LITB.csv'.
[2025-11-20T23:09:50.352703] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LITB'.
[2025-11-20T23:09:50.353088] [INFO ] [FORECASTER] Starting predict_future for LITB
[2025-11-20T23:09:50.353931] [DEBUG] [LOCAL     ] No optimal features file found for LITB: ./output/feature-sets/LITB.txt
[2025-11-20T23:09:50.354004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:50.354052] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:50.354094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:50.354176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:50.426494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:50.427873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:50.427997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:50.428046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:50.544834] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:50.545067] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:50.545115] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:50.545150] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:50.548835] [DEBUG] [FORECASTER] LITB: Forecast T+1@11:T+2@11: UP (p=69.93%)
[2025-11-20T23:09:50.549176] [INFO ] [FORECASTER] Completed predict_future for LITB
[2025-11-20T23:09:50.549355] [INFO ] [sig       ] LITB: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:50.692968] [INFO ] [LOCAL     ] Saved forecast: LITB	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/LITB.txt
[2025-11-20T23:09:50.693148] [INFO ] [sig       ] [474/1341] Completed LITB in 0.4s | 2.69 sym/s | Total: 2.9m | ETA: 5.4m
[2025-11-20T23:09:50.693230] [INFO ] [sig       ] [475/1341] Forecasting LLY...
[2025-11-20T23:09:50.693272] [INFO ] [sig       ] Generating forecast for: LLY
[2025-11-20T23:09:50.693317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-11-20T23:09:50.705025] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LLY'.
[2025-11-20T23:09:50.705348] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-11-20T23:09:50.706179] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-11-20T23:09:50.706252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:50.706299] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:50.706342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:50.706413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:50.776889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:50.777909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:50.778028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:50.778078] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:50.904962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:50.905195] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:50.905247] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:50.905281] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:50.908889] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=99.43%)
[2025-11-20T23:09:50.909194] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-11-20T23:09:50.909361] [INFO ] [sig       ] LLY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:51.056310] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/LLY.txt
[2025-11-20T23:09:51.056518] [INFO ] [sig       ] [475/1341] Completed LLY in 0.4s | 2.69 sym/s | Total: 2.9m | ETA: 5.4m
[2025-11-20T23:09:51.056600] [INFO ] [sig       ] [476/1341] Forecasting LMND...
[2025-11-20T23:09:51.056660] [INFO ] [sig       ] Generating forecast for: LMND
[2025-11-20T23:09:51.056710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-11-20T23:09:51.068918] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LMND'.
[2025-11-20T23:09:51.069286] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-11-20T23:09:51.070155] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-11-20T23:09:51.070228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:51.070290] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:51.070334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:51.070419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:51.140069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:51.141105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:51.141211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:51.141276] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:51.272147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:51.272361] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:51.272408] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:51.272442] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:51.275983] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: UP (p=58.96%)
[2025-11-20T23:09:51.276280] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-11-20T23:09:51.276439] [INFO ] [sig       ] LMND: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:51.421566] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/LMND.txt
[2025-11-20T23:09:51.421876] [INFO ] [sig       ] [476/1341] Completed LMND in 0.4s | 2.69 sym/s | Total: 2.9m | ETA: 5.4m
[2025-11-20T23:09:51.421939] [INFO ] [sig       ] [477/1341] Forecasting LMT...
[2025-11-20T23:09:51.421988] [INFO ] [sig       ] Generating forecast for: LMT
[2025-11-20T23:09:51.422033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMT' from 'https://tdm.silogroup.org/data/derivative_storage/LMT.csv'.
[2025-11-20T23:09:51.435586] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LMT'.
[2025-11-20T23:09:51.436154] [INFO ] [FORECASTER] Starting predict_future for LMT
[2025-11-20T23:09:51.437276] [DEBUG] [LOCAL     ] No optimal features file found for LMT: ./output/feature-sets/LMT.txt
[2025-11-20T23:09:51.437360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:51.437435] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:51.437497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:51.437573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:51.507394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:51.508541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:51.508692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:51.508746] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:51.647935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:51.648194] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:51.648244] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:51.648279] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:51.652217] [DEBUG] [FORECASTER] LMT: Forecast T+1@11:T+2@11: DOWN (p=20.82%)
[2025-11-20T23:09:51.652562] [INFO ] [FORECASTER] Completed predict_future for LMT
[2025-11-20T23:09:51.652764] [INFO ] [sig       ] LMT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:51.795172] [INFO ] [LOCAL     ] Saved forecast: LMT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/LMT.txt
[2025-11-20T23:09:51.795371] [INFO ] [sig       ] [477/1341] Completed LMT in 0.4s | 2.69 sym/s | Total: 3.0m | ETA: 5.3m
[2025-11-20T23:09:51.795453] [INFO ] [sig       ] [478/1341] Forecasting LNC...
[2025-11-20T23:09:51.795491] [INFO ] [sig       ] Generating forecast for: LNC
[2025-11-20T23:09:51.795546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-11-20T23:09:51.808040] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LNC'.
[2025-11-20T23:09:51.808509] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-11-20T23:09:51.809362] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-11-20T23:09:51.809436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:51.809483] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:51.809524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:51.809599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:51.878123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:51.879066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:51.879170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:51.879220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:52.005330] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:52.005571] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:52.005632] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:52.005697] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:52.009205] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-11-20T23:09:52.009554] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-11-20T23:09:52.009749] [INFO ] [sig       ] LNC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:52.151228] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/LNC.txt
[2025-11-20T23:09:52.151398] [INFO ] [sig       ] [478/1341] Completed LNC in 0.4s | 2.69 sym/s | Total: 3.0m | ETA: 5.3m
[2025-11-20T23:09:52.151457] [INFO ] [sig       ] [479/1341] Forecasting LZM...
[2025-11-20T23:09:52.151501] [INFO ] [sig       ] Generating forecast for: LZM
[2025-11-20T23:09:52.151575] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-11-20T23:09:52.162920] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'LZM'.
[2025-11-20T23:09:52.163219] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-11-20T23:09:52.164040] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-11-20T23:09:52.164113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:52.164161] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:52.164203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:52.164275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:52.234917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:52.235844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:52.235955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:52.236005] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:52.358291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:52.358589] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:52.358669] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:52.358719] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:52.362351] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-11-20T23:09:52.362702] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-11-20T23:09:52.362879] [INFO ] [sig       ] LZM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:52.504400] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/LZM.txt
[2025-11-20T23:09:52.504581] [INFO ] [sig       ] [479/1341] Completed LZM in 0.4s | 2.69 sym/s | Total: 3.0m | ETA: 5.3m
[2025-11-20T23:09:52.504658] [INFO ] [sig       ] [480/1341] Forecasting M...
[2025-11-20T23:09:52.504707] [INFO ] [sig       ] Generating forecast for: M
[2025-11-20T23:09:52.504807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-11-20T23:09:52.517502] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'M'.
[2025-11-20T23:09:52.517927] [INFO ] [FORECASTER] Starting predict_future for M
[2025-11-20T23:09:52.518770] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-11-20T23:09:52.518841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:52.518890] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:52.518931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:52.519002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:52.586620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:52.587333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:52.587432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:52.587480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:52.711600] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:52.711828] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:52.711877] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:52.711911] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:52.715372] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2025-11-20T23:09:52.715756] [INFO ] [FORECASTER] Completed predict_future for M
[2025-11-20T23:09:52.715914] [INFO ] [sig       ] M: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:52.857919] [INFO ] [LOCAL     ] Saved forecast: M	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/M.txt
[2025-11-20T23:09:52.858081] [INFO ] [sig       ] [480/1341] Completed M in 0.4s | 2.70 sym/s | Total: 3.0m | ETA: 5.3m
[2025-11-20T23:09:52.858137] [INFO ] [sig       ] [481/1341] Forecasting MA...
[2025-11-20T23:09:52.858207] [INFO ] [sig       ] Generating forecast for: MA
[2025-11-20T23:09:52.858253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-11-20T23:09:52.869303] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MA'.
[2025-11-20T23:09:52.869700] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-11-20T23:09:52.870499] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-11-20T23:09:52.870569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:52.870615] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:52.870679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:52.870753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:52.938365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:52.939098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:52.939194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:52.939241] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:53.057810] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:53.058013] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:53.058058] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:53.058092] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:53.061565] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=69.11%)
[2025-11-20T23:09:53.061889] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-11-20T23:09:53.062041] [INFO ] [sig       ] MA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:53.202008] [INFO ] [LOCAL     ] Saved forecast: MA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MA.txt
[2025-11-20T23:09:53.202161] [INFO ] [sig       ] [481/1341] Completed MA in 0.3s | 2.70 sym/s | Total: 3.0m | ETA: 5.3m
[2025-11-20T23:09:53.202216] [INFO ] [sig       ] [482/1341] Forecasting MAA...
[2025-11-20T23:09:53.202260] [INFO ] [sig       ] Generating forecast for: MAA
[2025-11-20T23:09:53.202321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-11-20T23:09:53.213701] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MAA'.
[2025-11-20T23:09:53.214021] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-11-20T23:09:53.214835] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-11-20T23:09:53.214906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:53.214961] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:53.215003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:53.215081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:53.283570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:53.284280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:53.284383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:53.284434] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:53.416609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:53.416905] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:53.416996] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:53.417046] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:53.421022] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: UP (p=67.79%)
[2025-11-20T23:09:53.421410] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-11-20T23:09:53.421596] [INFO ] [sig       ] MAA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:53.567331] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MAA.txt
[2025-11-20T23:09:53.567568] [INFO ] [sig       ] [482/1341] Completed MAA in 0.4s | 2.70 sym/s | Total: 3.0m | ETA: 5.3m
[2025-11-20T23:09:53.567720] [INFO ] [sig       ] [483/1341] Forecasting MAC...
[2025-11-20T23:09:53.567769] [INFO ] [sig       ] Generating forecast for: MAC
[2025-11-20T23:09:53.567817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-11-20T23:09:53.582027] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MAC'.
[2025-11-20T23:09:53.582696] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-11-20T23:09:53.583789] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-11-20T23:09:53.583869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:53.583922] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:53.583964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:53.584040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:53.655514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:53.656764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:53.659968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:53.660088] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:53.792558] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:53.792824] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:53.792880] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:53.792916] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:53.796880] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=29.10%)
[2025-11-20T23:09:53.797229] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-11-20T23:09:53.797393] [INFO ] [sig       ] MAC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:53.941889] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MAC.txt
[2025-11-20T23:09:53.942131] [INFO ] [sig       ] [483/1341] Completed MAC in 0.4s | 2.70 sym/s | Total: 3.0m | ETA: 5.3m
[2025-11-20T23:09:53.942213] [INFO ] [sig       ] [484/1341] Forecasting MAIN...
[2025-11-20T23:09:53.942282] [INFO ] [sig       ] Generating forecast for: MAIN
[2025-11-20T23:09:53.942325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAIN' from 'https://tdm.silogroup.org/data/derivative_storage/MAIN.csv'.
[2025-11-20T23:09:53.956215] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MAIN'.
[2025-11-20T23:09:53.956752] [INFO ] [FORECASTER] Starting predict_future for MAIN
[2025-11-20T23:09:53.957714] [DEBUG] [LOCAL     ] No optimal features file found for MAIN: ./output/feature-sets/MAIN.txt
[2025-11-20T23:09:53.957794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:53.957858] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:53.957909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:53.957991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:54.028614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:54.029799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:54.029936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:54.029992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:54.153411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:54.153674] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:54.153736] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:54.153773] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:54.157812] [DEBUG] [FORECASTER] MAIN: Forecast T+1@11:T+2@11: UP (p=69.65%)
[2025-11-20T23:09:54.158145] [INFO ] [FORECASTER] Completed predict_future for MAIN
[2025-11-20T23:09:54.158319] [INFO ] [sig       ] MAIN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:54.301810] [INFO ] [LOCAL     ] Saved forecast: MAIN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MAIN.txt
[2025-11-20T23:09:54.302088] [INFO ] [sig       ] [484/1341] Completed MAIN in 0.4s | 2.70 sym/s | Total: 3.0m | ETA: 5.3m
[2025-11-20T23:09:54.302170] [INFO ] [sig       ] [485/1341] Forecasting MAN...
[2025-11-20T23:09:54.302244] [INFO ] [sig       ] Generating forecast for: MAN
[2025-11-20T23:09:54.302294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-11-20T23:09:54.315928] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MAN'.
[2025-11-20T23:09:54.316448] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-11-20T23:09:54.317435] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-11-20T23:09:54.317512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:54.317563] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:54.317604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:54.317701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:54.385202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:54.386245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:54.386359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:54.386433] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:54.512505] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:54.512792] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:54.513020] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:54.513124] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:54.517430] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: DOWN (p=20.78%)
[2025-11-20T23:09:54.517813] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-11-20T23:09:54.518068] [INFO ] [sig       ] MAN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:54.664287] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MAN.txt
[2025-11-20T23:09:54.664625] [INFO ] [sig       ] [485/1341] Completed MAN in 0.4s | 2.70 sym/s | Total: 3.0m | ETA: 5.3m
[2025-11-20T23:09:54.664728] [INFO ] [sig       ] [486/1341] Forecasting MANU...
[2025-11-20T23:09:54.664779] [INFO ] [sig       ] Generating forecast for: MANU
[2025-11-20T23:09:54.664827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANU' from 'https://tdm.silogroup.org/data/derivative_storage/MANU.csv'.
[2025-11-20T23:09:54.679253] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MANU'.
[2025-11-20T23:09:54.679747] [INFO ] [FORECASTER] Starting predict_future for MANU
[2025-11-20T23:09:54.680715] [DEBUG] [LOCAL     ] No optimal features file found for MANU: ./output/feature-sets/MANU.txt
[2025-11-20T23:09:54.680798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:54.680865] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:54.680908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:54.680982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:54.750844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:54.752007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:54.752128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:54.752177] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:54.868753] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:54.869000] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:54.869052] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:54.869087] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:54.872944] [DEBUG] [FORECASTER] MANU: Forecast T+1@11:T+2@11: UP (p=79.60%)
[2025-11-20T23:09:54.873278] [INFO ] [FORECASTER] Completed predict_future for MANU
[2025-11-20T23:09:54.873439] [INFO ] [sig       ] MANU: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:55.019844] [INFO ] [LOCAL     ] Saved forecast: MANU	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MANU.txt
[2025-11-20T23:09:55.020053] [INFO ] [sig       ] [486/1341] Completed MANU in 0.4s | 2.70 sym/s | Total: 3.0m | ETA: 5.3m
[2025-11-20T23:09:55.020111] [INFO ] [sig       ] [487/1341] Forecasting MAS...
[2025-11-20T23:09:55.020185] [INFO ] [sig       ] Generating forecast for: MAS
[2025-11-20T23:09:55.020233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-11-20T23:09:55.032668] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MAS'.
[2025-11-20T23:09:55.033069] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-11-20T23:09:55.033947] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-11-20T23:09:55.034019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:55.034065] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:55.034105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:55.034175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:55.103014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:55.103832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:55.103936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:55.103988] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:55.204326] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:55.204544] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:55.204592] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:55.204635] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:55.208456] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: UP (p=63.98%)
[2025-11-20T23:09:55.208789] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-11-20T23:09:55.208960] [INFO ] [sig       ] MAS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:55.350099] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MAS.txt
[2025-11-20T23:09:55.350309] [INFO ] [sig       ] [487/1341] Completed MAS in 0.3s | 2.70 sym/s | Total: 3.0m | ETA: 5.3m
[2025-11-20T23:09:55.350365] [INFO ] [sig       ] [488/1341] Forecasting MATV...
[2025-11-20T23:09:55.350427] [INFO ] [sig       ] Generating forecast for: MATV
[2025-11-20T23:09:55.350463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATV' from 'https://tdm.silogroup.org/data/derivative_storage/MATV.csv'.
[2025-11-20T23:09:55.363085] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MATV'.
[2025-11-20T23:09:55.363558] [INFO ] [FORECASTER] Starting predict_future for MATV
[2025-11-20T23:09:55.364391] [DEBUG] [LOCAL     ] No optimal features file found for MATV: ./output/feature-sets/MATV.txt
[2025-11-20T23:09:55.364462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:55.364508] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:55.364547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:55.364615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:55.433730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:55.434703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:55.434807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:55.434855] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:55.533791] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:55.533984] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:55.534030] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:55.534063] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:55.537509] [DEBUG] [FORECASTER] MATV: Forecast T+1@11:T+2@11: UP (p=69.35%)
[2025-11-20T23:09:55.537826] [INFO ] [FORECASTER] Completed predict_future for MATV
[2025-11-20T23:09:55.538002] [INFO ] [sig       ] MATV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:55.677822] [INFO ] [LOCAL     ] Saved forecast: MATV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MATV.txt
[2025-11-20T23:09:55.677979] [INFO ] [sig       ] [488/1341] Completed MATV in 0.3s | 2.70 sym/s | Total: 3.0m | ETA: 5.3m
[2025-11-20T23:09:55.678032] [INFO ] [sig       ] [489/1341] Forecasting MATX...
[2025-11-20T23:09:55.678074] [INFO ] [sig       ] Generating forecast for: MATX
[2025-11-20T23:09:55.678135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-11-20T23:09:55.689952] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MATX'.
[2025-11-20T23:09:55.690310] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-11-20T23:09:55.691132] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-11-20T23:09:55.691204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:55.691250] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:55.691290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:55.691364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:55.760925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:55.761636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:55.761759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:55.761807] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:55.882332] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:55.882524] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:55.882570] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:55.882609] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:55.886114] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2025-11-20T23:09:55.886408] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-11-20T23:09:55.886561] [INFO ] [sig       ] MATX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:56.027322] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MATX.txt
[2025-11-20T23:09:56.027474] [INFO ] [sig       ] [489/1341] Completed MATX in 0.3s | 2.70 sym/s | Total: 3.0m | ETA: 5.3m
[2025-11-20T23:09:56.027529] [INFO ] [sig       ] [490/1341] Forecasting MAX...
[2025-11-20T23:09:56.027610] [INFO ] [sig       ] Generating forecast for: MAX
[2025-11-20T23:09:56.027695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-11-20T23:09:56.040040] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MAX'.
[2025-11-20T23:09:56.040391] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-11-20T23:09:56.041205] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-11-20T23:09:56.041278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:56.041325] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:56.041365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:56.041437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:56.111101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:56.111889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:56.111997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:56.112048] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:56.221044] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:56.221236] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:56.221283] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:56.221316] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:56.224765] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=94.49%)
[2025-11-20T23:09:56.225057] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-11-20T23:09:56.225203] [INFO ] [sig       ] MAX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:56.368210] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MAX.txt
[2025-11-20T23:09:56.368531] [INFO ] [sig       ] [490/1341] Completed MAX in 0.3s | 2.70 sym/s | Total: 3.0m | ETA: 5.3m
[2025-11-20T23:09:56.368603] [INFO ] [sig       ] [491/1341] Forecasting MBC...
[2025-11-20T23:09:56.368680] [INFO ] [sig       ] Generating forecast for: MBC
[2025-11-20T23:09:56.368731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-11-20T23:09:56.383262] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MBC'.
[2025-11-20T23:09:56.383811] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-11-20T23:09:56.384826] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-11-20T23:09:56.384899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:56.384949] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:56.384991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:56.385064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:56.460630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:56.462591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:56.462742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:56.462793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:56.593577] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:56.593848] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:56.593914] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:56.593952] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:56.598031] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: UP (p=80.56%)
[2025-11-20T23:09:56.598364] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-11-20T23:09:56.598529] [INFO ] [sig       ] MBC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:56.741987] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MBC.txt
[2025-11-20T23:09:56.742237] [INFO ] [sig       ] [491/1341] Completed MBC in 0.4s | 2.70 sym/s | Total: 3.0m | ETA: 5.3m
[2025-11-20T23:09:56.742296] [INFO ] [sig       ] [492/1341] Forecasting MBI...
[2025-11-20T23:09:56.742409] [INFO ] [sig       ] Generating forecast for: MBI
[2025-11-20T23:09:56.742458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-11-20T23:09:56.756489] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MBI'.
[2025-11-20T23:09:56.757017] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-11-20T23:09:56.757958] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-11-20T23:09:56.758029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:56.758079] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:56.758128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:56.758201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:56.825921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:56.827076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:56.827187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:56.827236] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:56.962845] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:56.963051] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:56.963102] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:56.963136] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:56.967138] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=12.47%)
[2025-11-20T23:09:56.967471] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-11-20T23:09:56.967630] [INFO ] [sig       ] MBI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:57.114114] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MBI.txt
[2025-11-20T23:09:57.114321] [INFO ] [sig       ] [492/1341] Completed MBI in 0.4s | 2.70 sym/s | Total: 3.0m | ETA: 5.2m
[2025-11-20T23:09:57.114379] [INFO ] [sig       ] [493/1341] Forecasting MC...
[2025-11-20T23:09:57.114447] [INFO ] [sig       ] Generating forecast for: MC
[2025-11-20T23:09:57.114499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-11-20T23:09:57.130768] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MC'.
[2025-11-20T23:09:57.131300] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-11-20T23:09:57.132226] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-11-20T23:09:57.132302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:57.132350] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:57.132391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:57.132462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:57.201784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:57.202904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:57.203015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:57.203063] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:57.332590] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:57.332837] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:57.332890] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:57.332924] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:57.337007] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=39.01%)
[2025-11-20T23:09:57.337338] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-11-20T23:09:57.337511] [INFO ] [sig       ] MC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:57.481340] [INFO ] [LOCAL     ] Saved forecast: MC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MC.txt
[2025-11-20T23:09:57.481565] [INFO ] [sig       ] [493/1341] Completed MC in 0.4s | 2.70 sym/s | Total: 3.0m | ETA: 5.2m
[2025-11-20T23:09:57.481674] [INFO ] [sig       ] [494/1341] Forecasting MCB...
[2025-11-20T23:09:57.481723] [INFO ] [sig       ] Generating forecast for: MCB
[2025-11-20T23:09:57.481769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCB' from 'https://tdm.silogroup.org/data/derivative_storage/MCB.csv'.
[2025-11-20T23:09:57.495119] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MCB'.
[2025-11-20T23:09:57.495586] [INFO ] [FORECASTER] Starting predict_future for MCB
[2025-11-20T23:09:57.496460] [DEBUG] [LOCAL     ] No optimal features file found for MCB: ./output/feature-sets/MCB.txt
[2025-11-20T23:09:57.496536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:57.496585] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:57.496626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:57.496720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:57.564727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:57.565517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:57.565622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:57.565702] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:57.693742] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:57.693965] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:57.694014] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:57.694048] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:57.697886] [DEBUG] [FORECASTER] MCB: Forecast T+1@11:T+2@11: UP (p=69.65%)
[2025-11-20T23:09:57.698195] [INFO ] [FORECASTER] Completed predict_future for MCB
[2025-11-20T23:09:57.698353] [INFO ] [sig       ] MCB: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:57.840493] [INFO ] [LOCAL     ] Saved forecast: MCB	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MCB.txt
[2025-11-20T23:09:57.840697] [INFO ] [sig       ] [494/1341] Completed MCB in 0.4s | 2.70 sym/s | Total: 3.1m | ETA: 5.2m
[2025-11-20T23:09:57.840789] [INFO ] [sig       ] [495/1341] Forecasting MCI...
[2025-11-20T23:09:57.840846] [INFO ] [sig       ] Generating forecast for: MCI
[2025-11-20T23:09:57.840969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-11-20T23:09:57.853461] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MCI'.
[2025-11-20T23:09:57.853864] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-11-20T23:09:57.854717] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-11-20T23:09:57.854788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:57.854836] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:57.854877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:57.854961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:57.924072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:57.924856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:57.924957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:57.925006] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:58.046832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:58.047144] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:58.047359] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:58.047458] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:58.051218] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: DOWN (p=34.88%)
[2025-11-20T23:09:58.051524] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-11-20T23:09:58.051725] [INFO ] [sig       ] MCI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:58.198041] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MCI.txt
[2025-11-20T23:09:58.198221] [INFO ] [sig       ] [495/1341] Completed MCI in 0.4s | 2.70 sym/s | Total: 3.1m | ETA: 5.2m
[2025-11-20T23:09:58.198278] [INFO ] [sig       ] [496/1341] Forecasting MCK...
[2025-11-20T23:09:58.198321] [INFO ] [sig       ] Generating forecast for: MCK
[2025-11-20T23:09:58.198408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-11-20T23:09:58.210276] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MCK'.
[2025-11-20T23:09:58.210674] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-11-20T23:09:58.211484] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-11-20T23:09:58.211558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:58.211606] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:58.211671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:58.211746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:58.282214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:58.282973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:58.283076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:58.283129] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:58.422463] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:58.422746] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:58.422821] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:58.422866] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:58.427826] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=71.11%)
[2025-11-20T23:09:58.428257] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-11-20T23:09:58.428461] [INFO ] [sig       ] MCK: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:58.575972] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MCK.txt
[2025-11-20T23:09:58.576141] [INFO ] [sig       ] [496/1341] Completed MCK in 0.4s | 2.70 sym/s | Total: 3.1m | ETA: 5.2m
[2025-11-20T23:09:58.576196] [INFO ] [sig       ] [497/1341] Forecasting MCN...
[2025-11-20T23:09:58.576242] [INFO ] [sig       ] Generating forecast for: MCN
[2025-11-20T23:09:58.576308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-11-20T23:09:58.587601] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MCN'.
[2025-11-20T23:09:58.587950] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-11-20T23:09:58.588767] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-11-20T23:09:58.588839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:58.588887] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:58.588930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:58.589001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:58.658669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:58.659476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:58.659579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:58.659628] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:58.784399] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:58.784632] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:58.784731] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:58.784784] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:58.788396] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=15.70%)
[2025-11-20T23:09:58.788957] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-11-20T23:09:58.789206] [INFO ] [sig       ] MCN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:58.936383] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MCN.txt
[2025-11-20T23:09:58.936609] [INFO ] [sig       ] [497/1341] Completed MCN in 0.4s | 2.70 sym/s | Total: 3.1m | ETA: 5.2m
[2025-11-20T23:09:58.936730] [INFO ] [sig       ] [498/1341] Forecasting MCO...
[2025-11-20T23:09:58.936786] [INFO ] [sig       ] Generating forecast for: MCO
[2025-11-20T23:09:58.936843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-11-20T23:09:58.949292] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MCO'.
[2025-11-20T23:09:58.949731] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-11-20T23:09:58.950576] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-11-20T23:09:58.950671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:58.950734] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:58.950787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:58.950860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:59.018916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:59.020035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:59.020143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:59.020210] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:59.149053] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:59.149261] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:59.149310] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:59.149344] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:59.153071] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: DOWN (p=44.30%)
[2025-11-20T23:09:59.153381] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-11-20T23:09:59.153546] [INFO ] [sig       ] MCO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:09:59.297006] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MCO.txt
[2025-11-20T23:09:59.297184] [INFO ] [sig       ] [498/1341] Completed MCO in 0.4s | 2.70 sym/s | Total: 3.1m | ETA: 5.2m
[2025-11-20T23:09:59.297239] [INFO ] [sig       ] [499/1341] Forecasting MCR...
[2025-11-20T23:09:59.297283] [INFO ] [sig       ] Generating forecast for: MCR
[2025-11-20T23:09:59.297354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCR' from 'https://tdm.silogroup.org/data/derivative_storage/MCR.csv'.
[2025-11-20T23:09:59.310543] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MCR'.
[2025-11-20T23:09:59.311179] [INFO ] [FORECASTER] Starting predict_future for MCR
[2025-11-20T23:09:59.312152] [DEBUG] [LOCAL     ] No optimal features file found for MCR: ./output/feature-sets/MCR.txt
[2025-11-20T23:09:59.312226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:59.312291] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:59.312337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:59.312414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:59.383462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:59.384536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:59.384693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:59.384803] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:59.498448] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:59.498696] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:59.498757] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:59.498792] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:59.502777] [DEBUG] [FORECASTER] MCR: Forecast T+1@11:T+2@11: UP (p=92.73%)
[2025-11-20T23:09:59.503104] [INFO ] [FORECASTER] Completed predict_future for MCR
[2025-11-20T23:09:59.503266] [INFO ] [sig       ] MCR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:09:59.651730] [INFO ] [LOCAL     ] Saved forecast: MCR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MCR.txt
[2025-11-20T23:09:59.651968] [INFO ] [sig       ] [499/1341] Completed MCR in 0.4s | 2.70 sym/s | Total: 3.1m | ETA: 5.2m
[2025-11-20T23:09:59.652075] [INFO ] [sig       ] [500/1341] Forecasting MCS...
[2025-11-20T23:09:59.652124] [INFO ] [sig       ] Generating forecast for: MCS
[2025-11-20T23:09:59.652169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-11-20T23:09:59.666042] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MCS'.
[2025-11-20T23:09:59.666622] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-11-20T23:09:59.667600] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-11-20T23:09:59.667699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:09:59.667752] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:09:59.667796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:09:59.667874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:09:59.738215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:09:59.739308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:09:59.739420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:09:59.739470] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:09:59.853090] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:09:59.853318] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:09:59.853373] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:09:59.853411] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:09:59.857424] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: UP (p=77.69%)
[2025-11-20T23:09:59.857970] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-11-20T23:09:59.858210] [INFO ] [sig       ] MCS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:00.002628] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MCS.txt
[2025-11-20T23:10:00.002936] [INFO ] [sig       ] [500/1341] Completed MCS in 0.4s | 2.70 sym/s | Total: 3.1m | ETA: 5.2m
[2025-11-20T23:10:00.003001] [INFO ] [sig       ] [501/1341] Forecasting MCY...
[2025-11-20T23:10:00.003044] [INFO ] [sig       ] Generating forecast for: MCY
[2025-11-20T23:10:00.003093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-11-20T23:10:00.017162] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MCY'.
[2025-11-20T23:10:00.017743] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-11-20T23:10:00.018723] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-11-20T23:10:00.018800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:00.018851] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:00.018893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:00.018970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:00.089305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:00.090333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:00.090447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:00.090500] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:00.972978] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:00.973253] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:00.973313] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:00.973350] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:00.977124] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-11-20T23:10:00.977474] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-11-20T23:10:00.977661] [INFO ] [sig       ] MCY: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:01.121109] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MCY.txt
[2025-11-20T23:10:01.121294] [INFO ] [sig       ] [501/1341] Completed MCY in 1.1s | 2.69 sym/s | Total: 3.1m | ETA: 5.2m
[2025-11-20T23:10:01.121350] [INFO ] [sig       ] [502/1341] Forecasting MD...
[2025-11-20T23:10:01.121417] [INFO ] [sig       ] Generating forecast for: MD
[2025-11-20T23:10:01.121466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-11-20T23:10:01.133956] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MD'.
[2025-11-20T23:10:01.134485] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-11-20T23:10:01.135324] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-11-20T23:10:01.135399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:01.135442] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:01.135479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:01.135549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:01.202670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:01.203634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:01.203761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:01.203805] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:01.449982] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:01.450213] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:01.450261] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:01.450295] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:01.454148] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: DOWN (p=26.89%)
[2025-11-20T23:10:01.454628] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-11-20T23:10:01.454876] [INFO ] [sig       ] MD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:01.600725] [INFO ] [LOCAL     ] Saved forecast: MD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MD.txt
[2025-11-20T23:10:01.600937] [INFO ] [sig       ] [502/1341] Completed MD in 0.5s | 2.69 sym/s | Total: 3.1m | ETA: 5.2m
[2025-11-20T23:10:01.600994] [INFO ] [sig       ] [503/1341] Forecasting MDT...
[2025-11-20T23:10:01.601067] [INFO ] [sig       ] Generating forecast for: MDT
[2025-11-20T23:10:01.601114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDT' from 'https://tdm.silogroup.org/data/derivative_storage/MDT.csv'.
[2025-11-20T23:10:01.613338] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MDT'.
[2025-11-20T23:10:01.613872] [INFO ] [FORECASTER] Starting predict_future for MDT
[2025-11-20T23:10:01.614732] [DEBUG] [LOCAL     ] No optimal features file found for MDT: ./output/feature-sets/MDT.txt
[2025-11-20T23:10:01.614808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:01.614868] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:01.614912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:01.614995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:01.702430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:01.703779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:01.704194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:01.704282] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:01.829589] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:01.829825] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:01.829875] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:01.829910] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:01.833910] [DEBUG] [FORECASTER] MDT: Forecast T+1@11:T+2@11: DOWN (p=40.73%)
[2025-11-20T23:10:01.834301] [INFO ] [FORECASTER] Completed predict_future for MDT
[2025-11-20T23:10:01.834468] [INFO ] [sig       ] MDT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:01.988035] [INFO ] [LOCAL     ] Saved forecast: MDT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MDT.txt
[2025-11-20T23:10:01.988243] [INFO ] [sig       ] [503/1341] Completed MDT in 0.4s | 2.69 sym/s | Total: 3.1m | ETA: 5.2m
[2025-11-20T23:10:01.988314] [INFO ] [sig       ] [504/1341] Forecasting MDU...
[2025-11-20T23:10:01.988394] [INFO ] [sig       ] Generating forecast for: MDU
[2025-11-20T23:10:01.988444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDU' from 'https://tdm.silogroup.org/data/derivative_storage/MDU.csv'.
[2025-11-20T23:10:02.000838] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MDU'.
[2025-11-20T23:10:02.001241] [INFO ] [FORECASTER] Starting predict_future for MDU
[2025-11-20T23:10:02.002067] [DEBUG] [LOCAL     ] No optimal features file found for MDU: ./output/feature-sets/MDU.txt
[2025-11-20T23:10:02.002138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:02.002187] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:02.002229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:02.002300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:02.075016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:02.076065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:02.076171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:02.076219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:02.212345] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:02.212559] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:02.212607] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:02.212660] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:02.216271] [DEBUG] [FORECASTER] MDU: Forecast T+1@11:T+2@11: UP (p=66.70%)
[2025-11-20T23:10:02.216574] [INFO ] [FORECASTER] Completed predict_future for MDU
[2025-11-20T23:10:02.216747] [INFO ] [sig       ] MDU: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:02.366321] [INFO ] [LOCAL     ] Saved forecast: MDU	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MDU.txt
[2025-11-20T23:10:02.366524] [INFO ] [sig       ] [504/1341] Completed MDU in 0.4s | 2.69 sym/s | Total: 3.1m | ETA: 5.2m
[2025-11-20T23:10:02.366578] [INFO ] [sig       ] [505/1341] Forecasting MDV...
[2025-11-20T23:10:02.366671] [INFO ] [sig       ] Generating forecast for: MDV
[2025-11-20T23:10:02.366715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDV' from 'https://tdm.silogroup.org/data/derivative_storage/MDV.csv'.
[2025-11-20T23:10:02.380225] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MDV'.
[2025-11-20T23:10:02.380676] [INFO ] [FORECASTER] Starting predict_future for MDV
[2025-11-20T23:10:02.381492] [DEBUG] [LOCAL     ] No optimal features file found for MDV: ./output/feature-sets/MDV.txt
[2025-11-20T23:10:02.381568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:02.381617] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:02.381683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:02.381761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:02.452753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:02.453752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:02.453869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:02.453920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:02.583787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:02.584013] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:02.584065] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:02.584100] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:02.587949] [DEBUG] [FORECASTER] MDV: Forecast T+1@11:T+2@11: UP (p=63.48%)
[2025-11-20T23:10:02.588289] [INFO ] [FORECASTER] Completed predict_future for MDV
[2025-11-20T23:10:02.588462] [INFO ] [sig       ] MDV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:02.736225] [INFO ] [LOCAL     ] Saved forecast: MDV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MDV.txt
[2025-11-20T23:10:02.736425] [INFO ] [sig       ] [505/1341] Completed MDV in 0.4s | 2.69 sym/s | Total: 3.1m | ETA: 5.2m
[2025-11-20T23:10:02.736486] [INFO ] [sig       ] [506/1341] Forecasting MEC...
[2025-11-20T23:10:02.736534] [INFO ] [sig       ] Generating forecast for: MEC
[2025-11-20T23:10:02.736572] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-11-20T23:10:02.749466] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MEC'.
[2025-11-20T23:10:02.749951] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-11-20T23:10:02.750781] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-11-20T23:10:02.750854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:02.750901] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:02.750944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:02.751015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:02.829935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:02.831117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:02.831235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:02.831288] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:02.968384] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:02.968675] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:02.968760] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:02.968875] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:02.973181] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: UP (p=82.06%)
[2025-11-20T23:10:02.973544] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-11-20T23:10:02.973736] [INFO ] [sig       ] MEC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:03.118189] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MEC.txt
[2025-11-20T23:10:03.118365] [INFO ] [sig       ] [506/1341] Completed MEC in 0.4s | 2.69 sym/s | Total: 3.1m | ETA: 5.2m
[2025-11-20T23:10:03.118415] [INFO ] [sig       ] [507/1341] Forecasting MED...
[2025-11-20T23:10:03.118461] [INFO ] [sig       ] Generating forecast for: MED
[2025-11-20T23:10:03.118527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-11-20T23:10:03.130593] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MED'.
[2025-11-20T23:10:03.131055] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-11-20T23:10:03.131942] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-11-20T23:10:03.132019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:03.132069] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:03.132112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:03.132183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:03.200705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:03.201460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:03.201578] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:03.201663] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:03.328402] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:03.328597] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:03.328661] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:03.328725] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:03.332244] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=40.47%)
[2025-11-20T23:10:03.332561] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-11-20T23:10:03.332751] [INFO ] [sig       ] MED: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:03.480794] [INFO ] [LOCAL     ] Saved forecast: MED	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MED.txt
[2025-11-20T23:10:03.481002] [INFO ] [sig       ] [507/1341] Completed MED in 0.4s | 2.69 sym/s | Total: 3.1m | ETA: 5.2m
[2025-11-20T23:10:03.481093] [INFO ] [sig       ] [508/1341] Forecasting MEG...
[2025-11-20T23:10:03.481149] [INFO ] [sig       ] Generating forecast for: MEG
[2025-11-20T23:10:03.481192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-11-20T23:10:03.493880] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MEG'.
[2025-11-20T23:10:03.494234] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-11-20T23:10:03.495115] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-11-20T23:10:03.495208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:03.495284] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:03.495353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:03.495471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:03.566959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:03.567832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:03.567967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:03.568023] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:03.699176] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:03.699408] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:03.699472] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:03.699525] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:03.703247] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=31.98%)
[2025-11-20T23:10:03.703774] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-11-20T23:10:03.704007] [INFO ] [sig       ] MEG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:03.845786] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MEG.txt
[2025-11-20T23:10:03.845955] [INFO ] [sig       ] [508/1341] Completed MEG in 0.4s | 2.69 sym/s | Total: 3.2m | ETA: 5.2m
[2025-11-20T23:10:03.846011] [INFO ] [sig       ] [509/1341] Forecasting MEGI...
[2025-11-20T23:10:03.846075] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-11-20T23:10:03.846112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-11-20T23:10:03.858126] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MEGI'.
[2025-11-20T23:10:03.858500] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-11-20T23:10:03.859311] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-11-20T23:10:03.859384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:03.859432] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:03.859472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:03.859545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:03.926370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:03.927072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:03.927169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:03.927216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:04.050823] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:04.051063] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:04.051112] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:04.051147] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:04.054961] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: UP (p=81.31%)
[2025-11-20T23:10:04.055262] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-11-20T23:10:04.055418] [INFO ] [sig       ] MEGI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:04.206948] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MEGI.txt
[2025-11-20T23:10:04.207758] [INFO ] [sig       ] [509/1341] Completed MEGI in 0.4s | 2.69 sym/s | Total: 3.2m | ETA: 5.2m
[2025-11-20T23:10:04.207828] [INFO ] [sig       ] [510/1341] Forecasting MEI...
[2025-11-20T23:10:04.207875] [INFO ] [sig       ] Generating forecast for: MEI
[2025-11-20T23:10:04.207924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-11-20T23:10:04.223411] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MEI'.
[2025-11-20T23:10:04.224152] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-11-20T23:10:04.225391] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-11-20T23:10:04.225469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:04.225518] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:04.225561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:04.225686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:04.296944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:04.298176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:04.298349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:04.298421] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:04.429692] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:04.429928] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:04.429981] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:04.430017] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:04.434015] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: DOWN (p=41.92%)
[2025-11-20T23:10:04.434356] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-11-20T23:10:04.434524] [INFO ] [sig       ] MEI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:04.578154] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MEI.txt
[2025-11-20T23:10:04.578373] [INFO ] [sig       ] [510/1341] Completed MEI in 0.4s | 2.69 sym/s | Total: 3.2m | ETA: 5.2m
[2025-11-20T23:10:04.578459] [INFO ] [sig       ] [511/1341] Forecasting MET...
[2025-11-20T23:10:04.578510] [INFO ] [sig       ] Generating forecast for: MET
[2025-11-20T23:10:04.578556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MET' from 'https://tdm.silogroup.org/data/derivative_storage/MET.csv'.
[2025-11-20T23:10:04.591476] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MET'.
[2025-11-20T23:10:04.591954] [INFO ] [FORECASTER] Starting predict_future for MET
[2025-11-20T23:10:04.592971] [DEBUG] [LOCAL     ] No optimal features file found for MET: ./output/feature-sets/MET.txt
[2025-11-20T23:10:04.593060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:04.593139] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:04.593321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:04.593421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:04.662077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:04.663229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:04.663339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:04.663401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:04.790757] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:04.791003] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:04.791054] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:04.791089] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:04.795286] [DEBUG] [FORECASTER] MET: Forecast T+1@11:T+2@11: DOWN (p=33.37%)
[2025-11-20T23:10:04.795734] [INFO ] [FORECASTER] Completed predict_future for MET
[2025-11-20T23:10:04.795913] [INFO ] [sig       ] MET: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:04.944833] [INFO ] [LOCAL     ] Saved forecast: MET	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MET.txt
[2025-11-20T23:10:04.945113] [INFO ] [sig       ] [511/1341] Completed MET in 0.4s | 2.69 sym/s | Total: 3.2m | ETA: 5.1m
[2025-11-20T23:10:04.945171] [INFO ] [sig       ] [512/1341] Forecasting MFA...
[2025-11-20T23:10:04.945284] [INFO ] [sig       ] Generating forecast for: MFA
[2025-11-20T23:10:04.945331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-11-20T23:10:04.958774] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MFA'.
[2025-11-20T23:10:04.959255] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-11-20T23:10:04.960211] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-11-20T23:10:04.960308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:04.960374] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:04.960418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:04.960501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:05.031815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:05.033137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:05.033313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:05.033375] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:05.167039] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:05.167280] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:05.167339] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:05.167374] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:05.171893] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: UP (p=77.41%)
[2025-11-20T23:10:05.172257] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-11-20T23:10:05.172460] [INFO ] [sig       ] MFA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:05.322262] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MFA.txt
[2025-11-20T23:10:05.322531] [INFO ] [sig       ] [512/1341] Completed MFA in 0.4s | 2.69 sym/s | Total: 3.2m | ETA: 5.1m
[2025-11-20T23:10:05.322596] [INFO ] [sig       ] [513/1341] Forecasting MFC...
[2025-11-20T23:10:05.322683] [INFO ] [sig       ] Generating forecast for: MFC
[2025-11-20T23:10:05.322762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-11-20T23:10:05.337581] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MFC'.
[2025-11-20T23:10:05.338194] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-11-20T23:10:05.339503] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-11-20T23:10:05.339585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:05.339636] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:05.339710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:05.339787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:05.411886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:05.413030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:05.413143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:05.413195] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:05.541687] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:05.541920] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:05.541974] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:05.542010] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:05.545960] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-11-20T23:10:05.546287] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-11-20T23:10:05.546446] [INFO ] [sig       ] MFC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:05.701224] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MFC.txt
[2025-11-20T23:10:05.701519] [INFO ] [sig       ] [513/1341] Completed MFC in 0.4s | 2.69 sym/s | Total: 3.2m | ETA: 5.1m
[2025-11-20T23:10:05.701578] [INFO ] [sig       ] [514/1341] Forecasting MFG...
[2025-11-20T23:10:05.701624] [INFO ] [sig       ] Generating forecast for: MFG
[2025-11-20T23:10:05.701705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-11-20T23:10:05.716074] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MFG'.
[2025-11-20T23:10:05.716693] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-11-20T23:10:05.717718] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-11-20T23:10:05.717792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:05.717853] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:05.717908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:05.717987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:05.787193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:05.788266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:05.788380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:05.788445] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:05.930904] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:05.931176] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:05.931238] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:05.931278] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:05.935407] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=94.13%)
[2025-11-20T23:10:05.935767] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-11-20T23:10:05.935942] [INFO ] [sig       ] MFG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:06.096931] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MFG.txt
[2025-11-20T23:10:06.097151] [INFO ] [sig       ] [514/1341] Completed MFG in 0.4s | 2.69 sym/s | Total: 3.2m | ETA: 5.1m
[2025-11-20T23:10:06.097211] [INFO ] [sig       ] [515/1341] Forecasting MFM...
[2025-11-20T23:10:06.097253] [INFO ] [sig       ] Generating forecast for: MFM
[2025-11-20T23:10:06.097325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-11-20T23:10:06.111005] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MFM'.
[2025-11-20T23:10:06.111670] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-11-20T23:10:06.112723] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-11-20T23:10:06.112798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:06.112864] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:06.112922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:06.112999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:06.181814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:06.183021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:06.183169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:06.183224] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:06.305724] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:06.305965] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:06.306021] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:06.306057] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:06.310199] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=47.23%)
[2025-11-20T23:10:06.310753] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-11-20T23:10:06.310997] [INFO ] [sig       ] MFM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:06.456519] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MFM.txt
[2025-11-20T23:10:06.456833] [INFO ] [sig       ] [515/1341] Completed MFM in 0.4s | 2.69 sym/s | Total: 3.2m | ETA: 5.1m
[2025-11-20T23:10:06.457099] [INFO ] [sig       ] [516/1341] Forecasting MG...
[2025-11-20T23:10:06.457149] [INFO ] [sig       ] Generating forecast for: MG
[2025-11-20T23:10:06.457198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-11-20T23:10:06.470889] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MG'.
[2025-11-20T23:10:06.471353] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-11-20T23:10:06.472344] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-11-20T23:10:06.472418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:06.472466] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:06.472508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:06.472580] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:06.541902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:06.542821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:06.542932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:06.542982] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:06.665157] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:06.665390] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:06.665455] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:06.665518] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:06.670568] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=3.52%)
[2025-11-20T23:10:06.671055] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-11-20T23:10:06.671306] [INFO ] [sig       ] MG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:06.818402] [INFO ] [LOCAL     ] Saved forecast: MG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MG.txt
[2025-11-20T23:10:06.818628] [INFO ] [sig       ] [516/1341] Completed MG in 0.4s | 2.69 sym/s | Total: 3.2m | ETA: 5.1m
[2025-11-20T23:10:06.818734] [INFO ] [sig       ] [517/1341] Forecasting MGA...
[2025-11-20T23:10:06.818774] [INFO ] [sig       ] Generating forecast for: MGA
[2025-11-20T23:10:06.818811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-11-20T23:10:06.832215] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MGA'.
[2025-11-20T23:10:06.832693] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-11-20T23:10:06.833703] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-11-20T23:10:06.833794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:06.833858] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:06.833903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:06.834037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:06.902247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:06.903283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:06.903405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:06.903455] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:07.039135] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:07.039394] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:07.039452] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:07.039529] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:07.043638] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=71.33%)
[2025-11-20T23:10:07.044090] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-11-20T23:10:07.044299] [INFO ] [sig       ] MGA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:07.197104] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MGA.txt
[2025-11-20T23:10:07.197382] [INFO ] [sig       ] [517/1341] Completed MGA in 0.4s | 2.69 sym/s | Total: 3.2m | ETA: 5.1m
[2025-11-20T23:10:07.197463] [INFO ] [sig       ] [518/1341] Forecasting MGF...
[2025-11-20T23:10:07.197507] [INFO ] [sig       ] Generating forecast for: MGF
[2025-11-20T23:10:07.197548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGF' from 'https://tdm.silogroup.org/data/derivative_storage/MGF.csv'.
[2025-11-20T23:10:07.210616] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MGF'.
[2025-11-20T23:10:07.211033] [INFO ] [FORECASTER] Starting predict_future for MGF
[2025-11-20T23:10:07.212016] [DEBUG] [LOCAL     ] No optimal features file found for MGF: ./output/feature-sets/MGF.txt
[2025-11-20T23:10:07.212090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:07.212139] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:07.212180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:07.212254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:07.282930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:07.284293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:07.284532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:07.284584] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:07.407540] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:07.407818] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:07.407908] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:07.407955] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:07.412124] [DEBUG] [FORECASTER] MGF: Forecast T+1@11:T+2@11: DOWN (p=31.77%)
[2025-11-20T23:10:07.412634] [INFO ] [FORECASTER] Completed predict_future for MGF
[2025-11-20T23:10:07.412865] [INFO ] [sig       ] MGF: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:07.565107] [INFO ] [LOCAL     ] Saved forecast: MGF	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MGF.txt
[2025-11-20T23:10:07.565350] [INFO ] [sig       ] [518/1341] Completed MGF in 0.4s | 2.69 sym/s | Total: 3.2m | ETA: 5.1m
[2025-11-20T23:10:07.565441] [INFO ] [sig       ] [519/1341] Forecasting MGM...
[2025-11-20T23:10:07.565489] [INFO ] [sig       ] Generating forecast for: MGM
[2025-11-20T23:10:07.565581] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-11-20T23:10:07.584503] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MGM'.
[2025-11-20T23:10:07.585247] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-11-20T23:10:07.586452] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-11-20T23:10:07.586545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:07.586616] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:07.586706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:07.586825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:07.665421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:07.666704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:07.666855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:07.666929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:07.797865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:07.798113] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:07.798167] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:07.798225] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:07.802375] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-11-20T23:10:07.802847] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-11-20T23:10:07.803030] [INFO ] [sig       ] MGM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:07.948238] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MGM.txt
[2025-11-20T23:10:07.948453] [INFO ] [sig       ] [519/1341] Completed MGM in 0.4s | 2.69 sym/s | Total: 3.2m | ETA: 5.1m
[2025-11-20T23:10:07.948512] [INFO ] [sig       ] [520/1341] Forecasting MGR...
[2025-11-20T23:10:07.948676] [INFO ] [sig       ] Generating forecast for: MGR
[2025-11-20T23:10:07.948726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGR' from 'https://tdm.silogroup.org/data/derivative_storage/MGR.csv'.
[2025-11-20T23:10:07.961344] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MGR'.
[2025-11-20T23:10:07.961745] [INFO ] [FORECASTER] Starting predict_future for MGR
[2025-11-20T23:10:07.962679] [DEBUG] [LOCAL     ] No optimal features file found for MGR: ./output/feature-sets/MGR.txt
[2025-11-20T23:10:07.962750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:07.962798] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:07.962839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:07.962912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:08.031023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:08.032135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:08.032248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:08.032297] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:08.160454] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:08.160722] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:08.160785] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:08.160821] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:08.165027] [DEBUG] [FORECASTER] MGR: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-11-20T23:10:08.165372] [INFO ] [FORECASTER] Completed predict_future for MGR
[2025-11-20T23:10:08.165527] [INFO ] [sig       ] MGR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:08.313818] [INFO ] [LOCAL     ] Saved forecast: MGR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MGR.txt
[2025-11-20T23:10:08.314172] [INFO ] [sig       ] [520/1341] Completed MGR in 0.4s | 2.69 sym/s | Total: 3.2m | ETA: 5.1m
[2025-11-20T23:10:08.314241] [INFO ] [sig       ] [521/1341] Forecasting MGRB...
[2025-11-20T23:10:08.314290] [INFO ] [sig       ] Generating forecast for: MGRB
[2025-11-20T23:10:08.314338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRB' from 'https://tdm.silogroup.org/data/derivative_storage/MGRB.csv'.
[2025-11-20T23:10:08.327408] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MGRB'.
[2025-11-20T23:10:08.327896] [INFO ] [FORECASTER] Starting predict_future for MGRB
[2025-11-20T23:10:08.328853] [DEBUG] [LOCAL     ] No optimal features file found for MGRB: ./output/feature-sets/MGRB.txt
[2025-11-20T23:10:08.328925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:08.328975] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:08.329017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:08.329092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:08.398465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:08.399622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:08.399780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:08.399833] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:08.524857] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:08.525116] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:08.525179] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:08.525222] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:08.529668] [DEBUG] [FORECASTER] MGRB: Forecast T+1@11:T+2@11: UP (p=93.66%)
[2025-11-20T23:10:08.530130] [INFO ] [FORECASTER] Completed predict_future for MGRB
[2025-11-20T23:10:08.530300] [INFO ] [sig       ] MGRB: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:08.706374] [INFO ] [LOCAL     ] Saved forecast: MGRB	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MGRB.txt
[2025-11-20T23:10:08.706728] [INFO ] [sig       ] [521/1341] Completed MGRB in 0.4s | 2.69 sym/s | Total: 3.2m | ETA: 5.1m
[2025-11-20T23:10:08.706817] [INFO ] [sig       ] [522/1341] Forecasting MGRD...
[2025-11-20T23:10:08.706912] [INFO ] [sig       ] Generating forecast for: MGRD
[2025-11-20T23:10:08.706979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRD' from 'https://tdm.silogroup.org/data/derivative_storage/MGRD.csv'.
[2025-11-20T23:10:08.722358] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MGRD'.
[2025-11-20T23:10:08.723055] [INFO ] [FORECASTER] Starting predict_future for MGRD
[2025-11-20T23:10:08.724171] [DEBUG] [LOCAL     ] No optimal features file found for MGRD: ./output/feature-sets/MGRD.txt
[2025-11-20T23:10:08.724252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:08.724313] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:08.724357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:08.724431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:08.804947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:08.806002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:08.806120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:08.806169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:08.942230] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:08.942504] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:08.942577] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:08.942614] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:08.948205] [DEBUG] [FORECASTER] MGRD: Forecast T+1@11:T+2@11: UP (p=86.23%)
[2025-11-20T23:10:08.948634] [INFO ] [FORECASTER] Completed predict_future for MGRD
[2025-11-20T23:10:08.948892] [INFO ] [sig       ] MGRD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:09.105134] [INFO ] [LOCAL     ] Saved forecast: MGRD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MGRD.txt
[2025-11-20T23:10:09.105390] [INFO ] [sig       ] [522/1341] Completed MGRD in 0.4s | 2.69 sym/s | Total: 3.2m | ETA: 5.1m
[2025-11-20T23:10:09.105473] [INFO ] [sig       ] [523/1341] Forecasting MGY...
[2025-11-20T23:10:09.105534] [INFO ] [sig       ] Generating forecast for: MGY
[2025-11-20T23:10:09.105579] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-11-20T23:10:09.121439] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MGY'.
[2025-11-20T23:10:09.122000] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-11-20T23:10:09.122963] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-11-20T23:10:09.123034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:09.123081] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:09.123146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:09.123221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:09.196470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:09.197913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:09.198107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:09.198159] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:09.328395] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:09.328633] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:09.328713] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:09.328753] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:09.332948] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-11-20T23:10:09.333276] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-11-20T23:10:09.333453] [INFO ] [sig       ] MGY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:09.484712] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MGY.txt
[2025-11-20T23:10:09.484957] [INFO ] [sig       ] [523/1341] Completed MGY in 0.4s | 2.69 sym/s | Total: 3.2m | ETA: 5.1m
[2025-11-20T23:10:09.485054] [INFO ] [sig       ] [524/1341] Forecasting MHD...
[2025-11-20T23:10:09.485106] [INFO ] [sig       ] Generating forecast for: MHD
[2025-11-20T23:10:09.485150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-11-20T23:10:09.498442] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MHD'.
[2025-11-20T23:10:09.498949] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-11-20T23:10:09.499872] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-11-20T23:10:09.499942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:09.499989] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:09.500029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:09.500102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:09.569810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:09.570892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:09.571009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:09.571063] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:09.691706] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:09.691938] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:09.691989] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:09.692025] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:09.696006] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2025-11-20T23:10:09.696333] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-11-20T23:10:09.696493] [INFO ] [sig       ] MHD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:09.841110] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MHD.txt
[2025-11-20T23:10:09.841341] [INFO ] [sig       ] [524/1341] Completed MHD in 0.4s | 2.69 sym/s | Total: 3.3m | ETA: 5.1m
[2025-11-20T23:10:09.841399] [INFO ] [sig       ] [525/1341] Forecasting MHF...
[2025-11-20T23:10:09.841470] [INFO ] [sig       ] Generating forecast for: MHF
[2025-11-20T23:10:09.841511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-11-20T23:10:09.854495] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MHF'.
[2025-11-20T23:10:09.854971] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-11-20T23:10:09.855941] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-11-20T23:10:09.856012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:09.856069] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:09.856128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:09.856207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:09.929954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:09.931306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:09.931415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:09.931489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:10.057716] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:10.057965] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:10.058027] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:10.058063] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:10.062297] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=10.60%)
[2025-11-20T23:10:10.062673] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-11-20T23:10:10.062889] [INFO ] [sig       ] MHF: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:10.292187] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MHF.txt
[2025-11-20T23:10:10.292453] [INFO ] [sig       ] [525/1341] Completed MHF in 0.5s | 2.68 sym/s | Total: 3.3m | ETA: 5.1m
[2025-11-20T23:10:10.292515] [INFO ] [sig       ] [526/1341] Forecasting MHK...
[2025-11-20T23:10:10.292558] [INFO ] [sig       ] Generating forecast for: MHK
[2025-11-20T23:10:10.292602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-11-20T23:10:10.305861] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MHK'.
[2025-11-20T23:10:10.306331] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-11-20T23:10:10.307275] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-11-20T23:10:10.307346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:10.307406] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:10.307480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:10.307560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:10.375204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:10.376219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:10.376328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:10.376400] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:10.495612] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:10.495861] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:10.495914] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:10.495949] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:10.499908] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: DOWN (p=9.37%)
[2025-11-20T23:10:10.500228] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-11-20T23:10:10.500383] [INFO ] [sig       ] MHK: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:10.646555] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MHK.txt
[2025-11-20T23:10:10.646878] [INFO ] [sig       ] [526/1341] Completed MHK in 0.4s | 2.69 sym/s | Total: 3.3m | ETA: 5.1m
[2025-11-20T23:10:10.646959] [INFO ] [sig       ] [527/1341] Forecasting MHN...
[2025-11-20T23:10:10.647015] [INFO ] [sig       ] Generating forecast for: MHN
[2025-11-20T23:10:10.647110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-11-20T23:10:10.659696] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MHN'.
[2025-11-20T23:10:10.660080] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-11-20T23:10:10.661020] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-11-20T23:10:10.661093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:10.661153] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:10.661196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:10.661279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:10.732343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:10.733706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:10.733822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:10.733886] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:10.865588] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:10.865838] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:10.865895] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:10.865930] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:10.870011] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2025-11-20T23:10:10.870352] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-11-20T23:10:10.870522] [INFO ] [sig       ] MHN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:11.013584] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MHN.txt
[2025-11-20T23:10:11.013854] [INFO ] [sig       ] [527/1341] Completed MHN in 0.4s | 2.69 sym/s | Total: 3.3m | ETA: 5.1m
[2025-11-20T23:10:11.013917] [INFO ] [sig       ] [528/1341] Forecasting MHO...
[2025-11-20T23:10:11.013962] [INFO ] [sig       ] Generating forecast for: MHO
[2025-11-20T23:10:11.014003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-11-20T23:10:11.028774] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MHO'.
[2025-11-20T23:10:11.029276] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-11-20T23:10:11.030274] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-11-20T23:10:11.030349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:11.030409] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:11.030462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:11.030538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:11.099658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:11.100825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:11.100942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:11.100994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:11.223497] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:11.223768] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:11.223853] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:11.223911] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:11.228394] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-11-20T23:10:11.228896] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-11-20T23:10:11.229087] [INFO ] [sig       ] MHO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:11.376396] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MHO.txt
[2025-11-20T23:10:11.376719] [INFO ] [sig       ] [528/1341] Completed MHO in 0.4s | 2.69 sym/s | Total: 3.3m | ETA: 5.0m
[2025-11-20T23:10:11.376783] [INFO ] [sig       ] [529/1341] Forecasting MIN...
[2025-11-20T23:10:11.376842] [INFO ] [sig       ] Generating forecast for: MIN
[2025-11-20T23:10:11.376907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIN' from 'https://tdm.silogroup.org/data/derivative_storage/MIN.csv'.
[2025-11-20T23:10:11.389243] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MIN'.
[2025-11-20T23:10:11.389590] [INFO ] [FORECASTER] Starting predict_future for MIN
[2025-11-20T23:10:11.390541] [DEBUG] [LOCAL     ] No optimal features file found for MIN: ./output/feature-sets/MIN.txt
[2025-11-20T23:10:11.390614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:11.390708] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:11.390754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:11.390828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:11.459526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:11.460805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:11.460948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:11.461004] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:11.587165] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:11.587426] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:11.587496] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:11.587533] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:11.591747] [DEBUG] [FORECASTER] MIN: Forecast T+1@11:T+2@11: DOWN (p=24.76%)
[2025-11-20T23:10:11.592104] [INFO ] [FORECASTER] Completed predict_future for MIN
[2025-11-20T23:10:11.592282] [INFO ] [sig       ] MIN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:11.735441] [INFO ] [LOCAL     ] Saved forecast: MIN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MIN.txt
[2025-11-20T23:10:11.735670] [INFO ] [sig       ] [529/1341] Completed MIN in 0.4s | 2.69 sym/s | Total: 3.3m | ETA: 5.0m
[2025-11-20T23:10:11.735754] [INFO ] [sig       ] [530/1341] Forecasting MIR...
[2025-11-20T23:10:11.735794] [INFO ] [sig       ] Generating forecast for: MIR
[2025-11-20T23:10:11.735902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIR' from 'https://tdm.silogroup.org/data/derivative_storage/MIR.csv'.
[2025-11-20T23:10:11.749430] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MIR'.
[2025-11-20T23:10:11.749960] [INFO ] [FORECASTER] Starting predict_future for MIR
[2025-11-20T23:10:11.750916] [DEBUG] [LOCAL     ] No optimal features file found for MIR: ./output/feature-sets/MIR.txt
[2025-11-20T23:10:11.750988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:11.751048] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:11.751102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:11.751178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:11.820004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:11.821175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:11.821295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:11.821349] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:11.961100] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:11.961305] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:11.961355] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:11.961391] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:11.965080] [DEBUG] [FORECASTER] MIR: Forecast T+1@11:T+2@11: UP (p=78.78%)
[2025-11-20T23:10:11.965459] [INFO ] [FORECASTER] Completed predict_future for MIR
[2025-11-20T23:10:11.965674] [INFO ] [sig       ] MIR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:12.108367] [INFO ] [LOCAL     ] Saved forecast: MIR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MIR.txt
[2025-11-20T23:10:12.108579] [INFO ] [sig       ] [530/1341] Completed MIR in 0.4s | 2.69 sym/s | Total: 3.3m | ETA: 5.0m
[2025-11-20T23:10:12.108740] [INFO ] [sig       ] [531/1341] Forecasting MITT...
[2025-11-20T23:10:12.108791] [INFO ] [sig       ] Generating forecast for: MITT
[2025-11-20T23:10:12.108831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITT' from 'https://tdm.silogroup.org/data/derivative_storage/MITT.csv'.
[2025-11-20T23:10:12.123014] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MITT'.
[2025-11-20T23:10:12.123536] [INFO ] [FORECASTER] Starting predict_future for MITT
[2025-11-20T23:10:12.124599] [DEBUG] [LOCAL     ] No optimal features file found for MITT: ./output/feature-sets/MITT.txt
[2025-11-20T23:10:12.124695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:12.124759] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:12.124821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:12.124911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:12.195056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:12.196159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:12.196289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:12.196349] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:12.316315] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:12.316569] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:12.316624] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:12.316680] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:12.320777] [DEBUG] [FORECASTER] MITT: Forecast T+1@11:T+2@11: DOWN (p=30.43%)
[2025-11-20T23:10:12.321136] [INFO ] [FORECASTER] Completed predict_future for MITT
[2025-11-20T23:10:12.321312] [INFO ] [sig       ] MITT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:12.466221] [INFO ] [LOCAL     ] Saved forecast: MITT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MITT.txt
[2025-11-20T23:10:12.466421] [INFO ] [sig       ] [531/1341] Completed MITT in 0.4s | 2.69 sym/s | Total: 3.3m | ETA: 5.0m
[2025-11-20T23:10:12.466511] [INFO ] [sig       ] [532/1341] Forecasting MIY...
[2025-11-20T23:10:12.466564] [INFO ] [sig       ] Generating forecast for: MIY
[2025-11-20T23:10:12.466606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-11-20T23:10:12.479664] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MIY'.
[2025-11-20T23:10:12.480106] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-11-20T23:10:12.481034] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-11-20T23:10:12.481108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:12.481157] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:12.481198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:12.481270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:12.549811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:12.550720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:12.550832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:12.550883] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:12.682995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:12.683333] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:12.683417] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:12.683456] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:12.687238] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: DOWN (p=22.03%)
[2025-11-20T23:10:12.687783] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-11-20T23:10:12.688018] [INFO ] [sig       ] MIY: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:12.831448] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MIY.txt
[2025-11-20T23:10:12.831687] [INFO ] [sig       ] [532/1341] Completed MIY in 0.4s | 2.69 sym/s | Total: 3.3m | ETA: 5.0m
[2025-11-20T23:10:12.831767] [INFO ] [sig       ] [533/1341] Forecasting MKC...
[2025-11-20T23:10:12.831810] [INFO ] [sig       ] Generating forecast for: MKC
[2025-11-20T23:10:12.831862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-11-20T23:10:12.849501] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MKC'.
[2025-11-20T23:10:12.850124] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-11-20T23:10:12.851192] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-11-20T23:10:12.851267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:12.851315] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:12.851402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:12.851475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:12.920554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:12.921796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:12.921917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:12.921979] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:13.039555] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:13.039812] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:13.039872] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:13.039908] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:13.043988] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: DOWN (p=31.17%)
[2025-11-20T23:10:13.044368] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-11-20T23:10:13.044529] [INFO ] [sig       ] MKC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:13.186135] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MKC.txt
[2025-11-20T23:10:13.186374] [INFO ] [sig       ] [533/1341] Completed MKC in 0.4s | 2.69 sym/s | Total: 3.3m | ETA: 5.0m
[2025-11-20T23:10:13.186456] [INFO ] [sig       ] [534/1341] Forecasting MKL...
[2025-11-20T23:10:13.186499] [INFO ] [sig       ] Generating forecast for: MKL
[2025-11-20T23:10:13.186543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-11-20T23:10:13.199633] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MKL'.
[2025-11-20T23:10:13.200117] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-11-20T23:10:13.201097] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-11-20T23:10:13.201171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:13.201220] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:13.201263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:13.201339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:13.269957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:13.270903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:13.271017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:13.271069] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:13.386479] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:13.386724] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:13.386793] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:13.386839] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:13.390788] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=92.64%)
[2025-11-20T23:10:13.391125] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-11-20T23:10:13.391296] [INFO ] [sig       ] MKL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:13.534613] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MKL.txt
[2025-11-20T23:10:13.534850] [INFO ] [sig       ] [534/1341] Completed MKL in 0.3s | 2.69 sym/s | Total: 3.3m | ETA: 5.0m
[2025-11-20T23:10:13.534941] [INFO ] [sig       ] [535/1341] Forecasting MLP...
[2025-11-20T23:10:13.534988] [INFO ] [sig       ] Generating forecast for: MLP
[2025-11-20T23:10:13.535064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-11-20T23:10:13.549102] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MLP'.
[2025-11-20T23:10:13.549692] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-11-20T23:10:13.550633] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-11-20T23:10:13.550724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:13.550785] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:13.550829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:13.550939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:13.619434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:13.620305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:13.620440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:13.620505] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:13.735532] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:13.735851] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:13.735936] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:13.735982] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:13.740110] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: UP (p=87.60%)
[2025-11-20T23:10:13.740438] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-11-20T23:10:13.740603] [INFO ] [sig       ] MLP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:13.883257] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MLP.txt
[2025-11-20T23:10:13.883502] [INFO ] [sig       ] [535/1341] Completed MLP in 0.3s | 2.69 sym/s | Total: 3.3m | ETA: 5.0m
[2025-11-20T23:10:13.883563] [INFO ] [sig       ] [536/1341] Forecasting MMC...
[2025-11-20T23:10:13.883611] [INFO ] [sig       ] Generating forecast for: MMC
[2025-11-20T23:10:13.883683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-11-20T23:10:13.897882] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MMC'.
[2025-11-20T23:10:13.898468] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-11-20T23:10:13.899481] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-11-20T23:10:13.899558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:13.899633] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:13.899709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:13.899783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:13.971036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:13.972295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:13.972420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:13.972473] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:14.114664] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:14.114901] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:14.114959] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:14.114996] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:14.119185] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=11.20%)
[2025-11-20T23:10:14.119727] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-11-20T23:10:14.119985] [INFO ] [sig       ] MMC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:14.263865] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MMC.txt
[2025-11-20T23:10:14.264063] [INFO ] [sig       ] [536/1341] Completed MMC in 0.4s | 2.69 sym/s | Total: 3.3m | ETA: 5.0m
[2025-11-20T23:10:14.264120] [INFO ] [sig       ] [537/1341] Forecasting MMD...
[2025-11-20T23:10:14.264192] [INFO ] [sig       ] Generating forecast for: MMD
[2025-11-20T23:10:14.264247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-11-20T23:10:14.275931] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MMD'.
[2025-11-20T23:10:14.276248] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-11-20T23:10:14.277148] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-11-20T23:10:14.277220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:14.277271] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:14.277311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:14.277396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:14.348019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:14.349322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:14.349440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:14.349502] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:14.475033] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:14.475324] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:14.475391] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:14.475437] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:14.479462] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=68.23%)
[2025-11-20T23:10:14.479997] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-11-20T23:10:14.480243] [INFO ] [sig       ] MMD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:14.622387] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MMD.txt
[2025-11-20T23:10:14.622577] [INFO ] [sig       ] [537/1341] Completed MMD in 0.4s | 2.69 sym/s | Total: 3.3m | ETA: 5.0m
[2025-11-20T23:10:14.622633] [INFO ] [sig       ] [538/1341] Forecasting MMI...
[2025-11-20T23:10:14.622724] [INFO ] [sig       ] Generating forecast for: MMI
[2025-11-20T23:10:14.622761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMI' from 'https://tdm.silogroup.org/data/derivative_storage/MMI.csv'.
[2025-11-20T23:10:14.635275] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MMI'.
[2025-11-20T23:10:14.635839] [INFO ] [FORECASTER] Starting predict_future for MMI
[2025-11-20T23:10:14.636689] [DEBUG] [LOCAL     ] No optimal features file found for MMI: ./output/feature-sets/MMI.txt
[2025-11-20T23:10:14.636764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:14.636812] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:14.636855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:14.636985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:14.705255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:14.706219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:14.706322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:14.706371] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:14.827889] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:14.828127] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:14.828176] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:14.828211] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:14.831831] [DEBUG] [FORECASTER] MMI: Forecast T+1@11:T+2@11: UP (p=67.42%)
[2025-11-20T23:10:14.832154] [INFO ] [FORECASTER] Completed predict_future for MMI
[2025-11-20T23:10:14.832307] [INFO ] [sig       ] MMI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:14.977027] [INFO ] [LOCAL     ] Saved forecast: MMI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MMI.txt
[2025-11-20T23:10:14.977275] [INFO ] [sig       ] [538/1341] Completed MMI in 0.4s | 2.69 sym/s | Total: 3.3m | ETA: 5.0m
[2025-11-20T23:10:14.977353] [INFO ] [sig       ] [539/1341] Forecasting MMS...
[2025-11-20T23:10:14.977399] [INFO ] [sig       ] Generating forecast for: MMS
[2025-11-20T23:10:14.977447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-11-20T23:10:14.991453] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MMS'.
[2025-11-20T23:10:14.992006] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-11-20T23:10:14.993062] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-11-20T23:10:14.993141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:14.993200] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:14.993245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:14.993342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:15.063263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:15.064417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:15.064546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:15.064597] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:15.189121] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:15.189377] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:15.189441] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:15.189485] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:15.193468] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=22.55%)
[2025-11-20T23:10:15.193847] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-11-20T23:10:15.194155] [INFO ] [sig       ] MMS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:15.337350] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MMS.txt
[2025-11-20T23:10:15.337571] [INFO ] [sig       ] [539/1341] Completed MMS in 0.4s | 2.69 sym/s | Total: 3.3m | ETA: 5.0m
[2025-11-20T23:10:15.337631] [INFO ] [sig       ] [540/1341] Forecasting MMT...
[2025-11-20T23:10:15.337705] [INFO ] [sig       ] Generating forecast for: MMT
[2025-11-20T23:10:15.337786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMT' from 'https://tdm.silogroup.org/data/derivative_storage/MMT.csv'.
[2025-11-20T23:10:15.350438] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MMT'.
[2025-11-20T23:10:15.350851] [INFO ] [FORECASTER] Starting predict_future for MMT
[2025-11-20T23:10:15.351806] [DEBUG] [LOCAL     ] No optimal features file found for MMT: ./output/feature-sets/MMT.txt
[2025-11-20T23:10:15.351876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:15.351940] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:15.351983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:15.352077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:15.419256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:15.420159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:15.420274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:15.420323] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:15.540137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:15.540381] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:15.540437] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:15.540473] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:15.544454] [DEBUG] [FORECASTER] MMT: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-11-20T23:10:15.544827] [INFO ] [FORECASTER] Completed predict_future for MMT
[2025-11-20T23:10:15.545050] [INFO ] [sig       ] MMT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:15.696024] [INFO ] [LOCAL     ] Saved forecast: MMT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MMT.txt
[2025-11-20T23:10:15.696295] [INFO ] [sig       ] [540/1341] Completed MMT in 0.4s | 2.69 sym/s | Total: 3.3m | ETA: 5.0m
[2025-11-20T23:10:15.696384] [INFO ] [sig       ] [541/1341] Forecasting MMU...
[2025-11-20T23:10:15.696442] [INFO ] [sig       ] Generating forecast for: MMU
[2025-11-20T23:10:15.696485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMU' from 'https://tdm.silogroup.org/data/derivative_storage/MMU.csv'.
[2025-11-20T23:10:15.709720] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MMU'.
[2025-11-20T23:10:15.710176] [INFO ] [FORECASTER] Starting predict_future for MMU
[2025-11-20T23:10:15.711148] [DEBUG] [LOCAL     ] No optimal features file found for MMU: ./output/feature-sets/MMU.txt
[2025-11-20T23:10:15.711222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:15.711279] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:15.711323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:15.711405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:15.781546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:15.782549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:15.782693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:15.782762] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:15.912310] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:15.912551] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:15.912607] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:15.912662] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:15.916746] [DEBUG] [FORECASTER] MMU: Forecast T+1@11:T+2@11: UP (p=52.65%)
[2025-11-20T23:10:15.917139] [INFO ] [FORECASTER] Completed predict_future for MMU
[2025-11-20T23:10:15.917310] [INFO ] [sig       ] MMU: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:16.061760] [INFO ] [LOCAL     ] Saved forecast: MMU	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MMU.txt
[2025-11-20T23:10:16.062018] [INFO ] [sig       ] [541/1341] Completed MMU in 0.4s | 2.69 sym/s | Total: 3.4m | ETA: 5.0m
[2025-11-20T23:10:16.062076] [INFO ] [sig       ] [542/1341] Forecasting MNR...
[2025-11-20T23:10:16.062121] [INFO ] [sig       ] Generating forecast for: MNR
[2025-11-20T23:10:16.062192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNR' from 'https://tdm.silogroup.org/data/derivative_storage/MNR.csv'.
[2025-11-20T23:10:16.076314] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MNR'.
[2025-11-20T23:10:16.076875] [INFO ] [FORECASTER] Starting predict_future for MNR
[2025-11-20T23:10:16.077879] [DEBUG] [LOCAL     ] No optimal features file found for MNR: ./output/feature-sets/MNR.txt
[2025-11-20T23:10:16.077953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:16.078002] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:16.078052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:16.078147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:16.147639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:16.148832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:16.148959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:16.149009] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:16.276024] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:16.276281] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:16.276340] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:16.276374] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:16.280483] [DEBUG] [FORECASTER] MNR: Forecast T+1@11:T+2@11: DOWN (p=18.42%)
[2025-11-20T23:10:16.280854] [INFO ] [FORECASTER] Completed predict_future for MNR
[2025-11-20T23:10:16.281033] [INFO ] [sig       ] MNR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:16.431599] [INFO ] [LOCAL     ] Saved forecast: MNR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MNR.txt
[2025-11-20T23:10:16.431830] [INFO ] [sig       ] [542/1341] Completed MNR in 0.4s | 2.69 sym/s | Total: 3.4m | ETA: 5.0m
[2025-11-20T23:10:16.431912] [INFO ] [sig       ] [543/1341] Forecasting MNSO...
[2025-11-20T23:10:16.431964] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-11-20T23:10:16.432011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-11-20T23:10:16.445393] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MNSO'.
[2025-11-20T23:10:16.445840] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-11-20T23:10:16.446773] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-11-20T23:10:16.446846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:16.446933] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:16.446976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:16.447059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:16.514823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:16.515908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:16.516023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:16.516083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:16.646152] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:16.646428] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:16.646481] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:16.646535] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:16.650576] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=74.01%)
[2025-11-20T23:10:16.650926] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-11-20T23:10:16.651107] [INFO ] [sig       ] MNSO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:16.791622] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MNSO.txt
[2025-11-20T23:10:16.791837] [INFO ] [sig       ] [543/1341] Completed MNSO in 0.4s | 2.69 sym/s | Total: 3.4m | ETA: 4.9m
[2025-11-20T23:10:16.791895] [INFO ] [sig       ] [544/1341] Forecasting MOD...
[2025-11-20T23:10:16.791942] [INFO ] [sig       ] Generating forecast for: MOD
[2025-11-20T23:10:16.792014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-11-20T23:10:16.805068] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MOD'.
[2025-11-20T23:10:16.805517] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-11-20T23:10:16.806446] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-11-20T23:10:16.806518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:16.806565] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:16.806607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:16.806701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:16.874134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:16.875238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:16.875349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:16.875398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:17.003512] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:17.003819] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:17.003893] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:17.003938] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:17.008065] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: UP (p=79.76%)
[2025-11-20T23:10:17.008433] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-11-20T23:10:17.008658] [INFO ] [sig       ] MOD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:17.150693] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MOD.txt
[2025-11-20T23:10:17.150946] [INFO ] [sig       ] [544/1341] Completed MOD in 0.4s | 2.69 sym/s | Total: 3.4m | ETA: 4.9m
[2025-11-20T23:10:17.151077] [INFO ] [sig       ] [545/1341] Forecasting MODG...
[2025-11-20T23:10:17.151137] [INFO ] [sig       ] Generating forecast for: MODG
[2025-11-20T23:10:17.151199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-11-20T23:10:17.164180] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MODG'.
[2025-11-20T23:10:17.164606] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-11-20T23:10:17.165558] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-11-20T23:10:17.165633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:17.165717] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:17.165764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:17.165840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:17.235252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:17.236394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:17.236512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:17.236564] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:17.365026] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:17.365314] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:17.365366] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:17.365400] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:17.369821] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: UP (p=54.74%)
[2025-11-20T23:10:17.370259] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-11-20T23:10:17.370441] [INFO ] [sig       ] MODG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:17.516993] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MODG.txt
[2025-11-20T23:10:17.517208] [INFO ] [sig       ] [545/1341] Completed MODG in 0.4s | 2.69 sym/s | Total: 3.4m | ETA: 4.9m
[2025-11-20T23:10:17.517270] [INFO ] [sig       ] [546/1341] Forecasting MOH...
[2025-11-20T23:10:17.517345] [INFO ] [sig       ] Generating forecast for: MOH
[2025-11-20T23:10:17.517405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-11-20T23:10:17.530575] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MOH'.
[2025-11-20T23:10:17.531072] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-11-20T23:10:17.532076] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-11-20T23:10:17.532151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:17.532212] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:17.532256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:17.532361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:17.602041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:17.603058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:17.603173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:17.603235] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:17.733792] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:17.734045] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:17.734101] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:17.734137] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:17.738294] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: DOWN (p=39.25%)
[2025-11-20T23:10:17.738683] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-11-20T23:10:17.738861] [INFO ] [sig       ] MOH: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:17.882527] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MOH.txt
[2025-11-20T23:10:17.882826] [INFO ] [sig       ] [546/1341] Completed MOH in 0.4s | 2.69 sym/s | Total: 3.4m | ETA: 4.9m
[2025-11-20T23:10:17.882917] [INFO ] [sig       ] [547/1341] Forecasting MOS...
[2025-11-20T23:10:17.882962] [INFO ] [sig       ] Generating forecast for: MOS
[2025-11-20T23:10:17.883009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-11-20T23:10:17.896303] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MOS'.
[2025-11-20T23:10:17.896912] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-11-20T23:10:17.897848] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-11-20T23:10:17.897919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:17.897967] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:17.898013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:17.898133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:17.968150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:17.969257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:17.969367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:17.969418] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:18.100918] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:18.101152] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:18.101200] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:18.101233] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:18.104869] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-11-20T23:10:18.105179] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-11-20T23:10:18.105366] [INFO ] [sig       ] MOS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:18.252460] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MOS.txt
[2025-11-20T23:10:18.252705] [INFO ] [sig       ] [547/1341] Completed MOS in 0.4s | 2.69 sym/s | Total: 3.4m | ETA: 4.9m
[2025-11-20T23:10:18.252811] [INFO ] [sig       ] [548/1341] Forecasting MOV...
[2025-11-20T23:10:18.252870] [INFO ] [sig       ] Generating forecast for: MOV
[2025-11-20T23:10:18.252916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOV' from 'https://tdm.silogroup.org/data/derivative_storage/MOV.csv'.
[2025-11-20T23:10:18.267479] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MOV'.
[2025-11-20T23:10:18.268111] [INFO ] [FORECASTER] Starting predict_future for MOV
[2025-11-20T23:10:18.269090] [DEBUG] [LOCAL     ] No optimal features file found for MOV: ./output/feature-sets/MOV.txt
[2025-11-20T23:10:18.269169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:18.269226] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:18.269275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:18.269358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:18.340901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:18.342181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:18.342327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:18.342391] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:18.480245] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:18.480505] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:18.480561] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:18.480595] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:18.484779] [DEBUG] [FORECASTER] MOV: Forecast T+1@11:T+2@11: DOWN (p=3.42%)
[2025-11-20T23:10:18.485130] [INFO ] [FORECASTER] Completed predict_future for MOV
[2025-11-20T23:10:18.485294] [INFO ] [sig       ] MOV: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:18.629834] [INFO ] [LOCAL     ] Saved forecast: MOV	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MOV.txt
[2025-11-20T23:10:18.630108] [INFO ] [sig       ] [548/1341] Completed MOV in 0.4s | 2.69 sym/s | Total: 3.4m | ETA: 4.9m
[2025-11-20T23:10:18.630188] [INFO ] [sig       ] [549/1341] Forecasting MP...
[2025-11-20T23:10:18.630236] [INFO ] [sig       ] Generating forecast for: MP
[2025-11-20T23:10:18.630289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-11-20T23:10:18.643917] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MP'.
[2025-11-20T23:10:18.644368] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-11-20T23:10:18.645267] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-11-20T23:10:18.645362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:18.645414] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:18.645458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:18.645726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:18.715804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:18.717130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:18.717255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:18.717307] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:18.849825] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:18.850098] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:18.850176] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:18.850226] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:18.854280] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2025-11-20T23:10:18.854625] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-11-20T23:10:18.854917] [INFO ] [sig       ] MP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:18.997404] [INFO ] [LOCAL     ] Saved forecast: MP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MP.txt
[2025-11-20T23:10:18.997688] [INFO ] [sig       ] [549/1341] Completed MP in 0.4s | 2.69 sym/s | Total: 3.4m | ETA: 4.9m
[2025-11-20T23:10:18.997772] [INFO ] [sig       ] [550/1341] Forecasting MPA...
[2025-11-20T23:10:18.997818] [INFO ] [sig       ] Generating forecast for: MPA
[2025-11-20T23:10:18.997871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-11-20T23:10:19.010997] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MPA'.
[2025-11-20T23:10:19.011389] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-11-20T23:10:19.012357] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-11-20T23:10:19.012463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:19.012548] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:19.012603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:19.012701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:19.082478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:19.083583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:19.083722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:19.083793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:19.204768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:19.205007] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:19.205061] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:19.205097] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:19.209161] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-11-20T23:10:19.209491] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-11-20T23:10:19.209756] [INFO ] [sig       ] MPA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:19.353090] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MPA.txt
[2025-11-20T23:10:19.353281] [INFO ] [sig       ] [550/1341] Completed MPA in 0.4s | 2.69 sym/s | Total: 3.4m | ETA: 4.9m
[2025-11-20T23:10:19.353336] [INFO ] [sig       ] [551/1341] Forecasting MPC...
[2025-11-20T23:10:19.353407] [INFO ] [sig       ] Generating forecast for: MPC
[2025-11-20T23:10:19.353462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-11-20T23:10:19.366492] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MPC'.
[2025-11-20T23:10:19.366990] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-11-20T23:10:19.367941] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-11-20T23:10:19.368015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:19.368078] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:19.368157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:19.368239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:19.435876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:19.437046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:19.437164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:19.437227] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:19.566712] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:19.566978] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:19.567044] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:19.567083] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:19.571002] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=56.92%)
[2025-11-20T23:10:19.571500] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-11-20T23:10:19.571761] [INFO ] [sig       ] MPC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:19.716092] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MPC.txt
[2025-11-20T23:10:19.716352] [INFO ] [sig       ] [551/1341] Completed MPC in 0.4s | 2.69 sym/s | Total: 3.4m | ETA: 4.9m
[2025-11-20T23:10:19.716444] [INFO ] [sig       ] [552/1341] Forecasting MPLX...
[2025-11-20T23:10:19.716494] [INFO ] [sig       ] Generating forecast for: MPLX
[2025-11-20T23:10:19.716540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPLX' from 'https://tdm.silogroup.org/data/derivative_storage/MPLX.csv'.
[2025-11-20T23:10:19.731046] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MPLX'.
[2025-11-20T23:10:19.731690] [INFO ] [FORECASTER] Starting predict_future for MPLX
[2025-11-20T23:10:19.732688] [DEBUG] [LOCAL     ] No optimal features file found for MPLX: ./output/feature-sets/MPLX.txt
[2025-11-20T23:10:19.732760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:19.732809] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:19.732858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:19.732944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:19.803142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:19.804435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:19.804589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:19.804678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:19.901790] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:19.902054] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:19.902114] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:19.902152] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:19.906771] [DEBUG] [FORECASTER] MPLX: Forecast T+1@11:T+2@11: DOWN (p=6.59%)
[2025-11-20T23:10:19.907203] [INFO ] [FORECASTER] Completed predict_future for MPLX
[2025-11-20T23:10:19.907386] [INFO ] [sig       ] MPLX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:20.078296] [INFO ] [LOCAL     ] Saved forecast: MPLX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MPLX.txt
[2025-11-20T23:10:20.078725] [INFO ] [sig       ] [552/1341] Completed MPLX in 0.4s | 2.69 sym/s | Total: 3.4m | ETA: 4.9m
[2025-11-20T23:10:20.079026] [INFO ] [sig       ] [553/1341] Forecasting MPV...
[2025-11-20T23:10:20.079082] [INFO ] [sig       ] Generating forecast for: MPV
[2025-11-20T23:10:20.079136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPV' from 'https://tdm.silogroup.org/data/derivative_storage/MPV.csv'.
[2025-11-20T23:10:20.095898] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MPV'.
[2025-11-20T23:10:20.096618] [INFO ] [FORECASTER] Starting predict_future for MPV
[2025-11-20T23:10:20.097996] [DEBUG] [LOCAL     ] No optimal features file found for MPV: ./output/feature-sets/MPV.txt
[2025-11-20T23:10:20.098112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:20.098187] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:20.098251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:20.098362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:20.189280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:20.191237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:20.191398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:20.191482] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:20.321460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:20.321756] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:20.321821] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:20.321859] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:20.326127] [DEBUG] [FORECASTER] MPV: Forecast T+1@11:T+2@11: DOWN (p=25.75%)
[2025-11-20T23:10:20.326555] [INFO ] [FORECASTER] Completed predict_future for MPV
[2025-11-20T23:10:20.326768] [INFO ] [sig       ] MPV: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:20.548472] [INFO ] [LOCAL     ] Saved forecast: MPV	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MPV.txt
[2025-11-20T23:10:20.549052] [INFO ] [sig       ] [553/1341] Completed MPV in 0.5s | 2.69 sym/s | Total: 3.4m | ETA: 4.9m
[2025-11-20T23:10:20.549137] [INFO ] [sig       ] [554/1341] Forecasting MPW...
[2025-11-20T23:10:20.549200] [INFO ] [sig       ] Generating forecast for: MPW
[2025-11-20T23:10:20.549269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPW' from 'https://tdm.silogroup.org/data/derivative_storage/MPW.csv'.
[2025-11-20T23:10:20.567095] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MPW'.
[2025-11-20T23:10:20.567878] [INFO ] [FORECASTER] Starting predict_future for MPW
[2025-11-20T23:10:20.569367] [DEBUG] [LOCAL     ] No optimal features file found for MPW: ./output/feature-sets/MPW.txt
[2025-11-20T23:10:20.569476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:20.569552] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:20.569629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:20.569781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:20.672446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:20.673619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:20.673768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:20.673821] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:20.828587] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:20.828875] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:20.828933] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:20.828968] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:20.833614] [DEBUG] [FORECASTER] MPW: Forecast T+1@11:T+2@11: UP (p=90.63%)
[2025-11-20T23:10:20.834150] [INFO ] [FORECASTER] Completed predict_future for MPW
[2025-11-20T23:10:20.834474] [INFO ] [sig       ] MPW: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:20.990976] [INFO ] [LOCAL     ] Saved forecast: MPW	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MPW.txt
[2025-11-20T23:10:20.991234] [INFO ] [sig       ] [554/1341] Completed MPW in 0.4s | 2.69 sym/s | Total: 3.4m | ETA: 4.9m
[2025-11-20T23:10:20.991316] [INFO ] [sig       ] [555/1341] Forecasting MPX...
[2025-11-20T23:10:20.991353] [INFO ] [sig       ] Generating forecast for: MPX
[2025-11-20T23:10:20.991400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-11-20T23:10:21.005149] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MPX'.
[2025-11-20T23:10:21.005806] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-11-20T23:10:21.006975] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-11-20T23:10:21.007069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:21.007112] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:21.007154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:21.007223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:21.078906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:21.080076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:21.080202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:21.080267] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:21.204416] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:21.204684] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:21.204751] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:21.204789] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:21.208831] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=19.81%)
[2025-11-20T23:10:21.209167] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-11-20T23:10:21.209324] [INFO ] [sig       ] MPX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:21.357009] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MPX.txt
[2025-11-20T23:10:21.357235] [INFO ] [sig       ] [555/1341] Completed MPX in 0.4s | 2.69 sym/s | Total: 3.4m | ETA: 4.9m
[2025-11-20T23:10:21.357291] [INFO ] [sig       ] [556/1341] Forecasting MQT...
[2025-11-20T23:10:21.357335] [INFO ] [sig       ] Generating forecast for: MQT
[2025-11-20T23:10:21.357412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQT' from 'https://tdm.silogroup.org/data/derivative_storage/MQT.csv'.
[2025-11-20T23:10:21.369522] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MQT'.
[2025-11-20T23:10:21.370045] [INFO ] [FORECASTER] Starting predict_future for MQT
[2025-11-20T23:10:21.371024] [DEBUG] [LOCAL     ] No optimal features file found for MQT: ./output/feature-sets/MQT.txt
[2025-11-20T23:10:21.371098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:21.371157] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:21.371200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:21.371283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:21.441984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:21.443187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:21.443316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:21.443369] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:21.561886] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:21.562143] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:21.562218] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:21.562273] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:21.566258] [DEBUG] [FORECASTER] MQT: Forecast T+1@11:T+2@11: DOWN (p=41.58%)
[2025-11-20T23:10:21.566610] [INFO ] [FORECASTER] Completed predict_future for MQT
[2025-11-20T23:10:21.566804] [INFO ] [sig       ] MQT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:21.712079] [INFO ] [LOCAL     ] Saved forecast: MQT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MQT.txt
[2025-11-20T23:10:21.712306] [INFO ] [sig       ] [556/1341] Completed MQT in 0.4s | 2.69 sym/s | Total: 3.4m | ETA: 4.9m
[2025-11-20T23:10:21.712363] [INFO ] [sig       ] [557/1341] Forecasting MRK...
[2025-11-20T23:10:21.712408] [INFO ] [sig       ] Generating forecast for: MRK
[2025-11-20T23:10:21.712451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-11-20T23:10:21.726378] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MRK'.
[2025-11-20T23:10:21.726900] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-11-20T23:10:21.727918] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-11-20T23:10:21.727991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:21.728041] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:21.728082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:21.728155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:21.795473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:21.796744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:21.796936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:21.796995] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:21.926218] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:21.926433] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:21.926492] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:21.926528] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:21.931677] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: DOWN (p=39.02%)
[2025-11-20T23:10:21.932026] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-11-20T23:10:21.932242] [INFO ] [sig       ] MRK: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:22.076549] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MRK.txt
[2025-11-20T23:10:22.076853] [INFO ] [sig       ] [557/1341] Completed MRK in 0.4s | 2.69 sym/s | Total: 3.5m | ETA: 4.9m
[2025-11-20T23:10:22.076938] [INFO ] [sig       ] [558/1341] Forecasting MS...
[2025-11-20T23:10:22.076982] [INFO ] [sig       ] Generating forecast for: MS
[2025-11-20T23:10:22.077025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-11-20T23:10:22.091048] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MS'.
[2025-11-20T23:10:22.091603] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-11-20T23:10:22.092613] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-11-20T23:10:22.092712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:22.092777] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:22.092822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:22.092914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:22.164126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:22.165413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:22.165583] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:22.165678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:22.289137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:22.289390] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:22.289476] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:22.289534] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:22.293584] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=2.80%)
[2025-11-20T23:10:22.293952] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-11-20T23:10:22.294124] [INFO ] [sig       ] MS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:22.442114] [INFO ] [LOCAL     ] Saved forecast: MS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MS.txt
[2025-11-20T23:10:22.442344] [INFO ] [sig       ] [558/1341] Completed MS in 0.4s | 2.69 sym/s | Total: 3.5m | ETA: 4.9m
[2025-11-20T23:10:22.442404] [INFO ] [sig       ] [559/1341] Forecasting MSA...
[2025-11-20T23:10:22.442476] [INFO ] [sig       ] Generating forecast for: MSA
[2025-11-20T23:10:22.442613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-11-20T23:10:22.456708] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MSA'.
[2025-11-20T23:10:22.457295] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-11-20T23:10:22.458259] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-11-20T23:10:22.458331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:22.458379] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:22.458419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:22.458491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:22.528791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:22.529951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:22.530072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:22.530155] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:22.660699] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:22.660945] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:22.661002] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:22.661038] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:22.665084] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: DOWN (p=41.21%)
[2025-11-20T23:10:22.665434] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-11-20T23:10:22.665602] [INFO ] [sig       ] MSA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:22.811020] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MSA.txt
[2025-11-20T23:10:22.811230] [INFO ] [sig       ] [559/1341] Completed MSA in 0.4s | 2.69 sym/s | Total: 3.5m | ETA: 4.9m
[2025-11-20T23:10:22.811288] [INFO ] [sig       ] [560/1341] Forecasting MSB...
[2025-11-20T23:10:22.811334] [INFO ] [sig       ] Generating forecast for: MSB
[2025-11-20T23:10:22.811412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-11-20T23:10:22.825098] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MSB'.
[2025-11-20T23:10:22.825595] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-11-20T23:10:22.826525] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-11-20T23:10:22.826599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:22.826673] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:22.826718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:22.826808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:22.896900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:22.898052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:22.898170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:22.898219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:23.023942] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:23.024187] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:23.024241] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:23.024275] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:23.028208] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=44.74%)
[2025-11-20T23:10:23.028530] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-11-20T23:10:23.028711] [INFO ] [sig       ] MSB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:23.174805] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MSB.txt
[2025-11-20T23:10:23.175113] [INFO ] [sig       ] [560/1341] Completed MSB in 0.4s | 2.69 sym/s | Total: 3.5m | ETA: 4.8m
[2025-11-20T23:10:23.175189] [INFO ] [sig       ] [561/1341] Forecasting MSCI...
[2025-11-20T23:10:23.175235] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-11-20T23:10:23.175279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-11-20T23:10:23.189344] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MSCI'.
[2025-11-20T23:10:23.189917] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-11-20T23:10:23.190940] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-11-20T23:10:23.191012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:23.191070] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:23.191112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:23.191193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:23.262216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:23.263686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:23.263842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:23.263921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:23.401526] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:23.402427] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:23.402496] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:23.402543] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:23.406776] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: DOWN (p=20.24%)
[2025-11-20T23:10:23.407246] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-11-20T23:10:23.407488] [INFO ] [sig       ] MSCI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:23.571346] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MSCI.txt
[2025-11-20T23:10:23.571608] [INFO ] [sig       ] [561/1341] Completed MSCI in 0.4s | 2.69 sym/s | Total: 3.5m | ETA: 4.8m
[2025-11-20T23:10:23.572009] [INFO ] [sig       ] [562/1341] Forecasting MSD...
[2025-11-20T23:10:23.572059] [INFO ] [sig       ] Generating forecast for: MSD
[2025-11-20T23:10:23.572114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-11-20T23:10:23.588227] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MSD'.
[2025-11-20T23:10:23.588943] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-11-20T23:10:23.590006] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-11-20T23:10:23.590134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:23.590212] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:23.590288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:23.590401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:23.672206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:23.673382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:23.673493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:23.673558] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:23.807764] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:23.807986] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:23.808035] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:23.808069] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:23.811748] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: UP (p=94.86%)
[2025-11-20T23:10:23.812061] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-11-20T23:10:23.812229] [INFO ] [sig       ] MSD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:23.967005] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MSD.txt
[2025-11-20T23:10:23.967253] [INFO ] [sig       ] [562/1341] Completed MSD in 0.4s | 2.69 sym/s | Total: 3.5m | ETA: 4.8m
[2025-11-20T23:10:23.967328] [INFO ] [sig       ] [563/1341] Forecasting MSGE...
[2025-11-20T23:10:23.967421] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-11-20T23:10:23.967736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-11-20T23:10:23.983184] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MSGE'.
[2025-11-20T23:10:23.983803] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-11-20T23:10:23.984890] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-11-20T23:10:23.984974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:23.985042] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:23.985094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:23.985195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:24.055686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:24.056938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:24.057055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:24.057108] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:24.184609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:24.184916] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:24.184987] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:24.185034] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:24.190065] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-11-20T23:10:24.190707] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-11-20T23:10:24.190975] [INFO ] [sig       ] MSGE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:24.339327] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MSGE.txt
[2025-11-20T23:10:24.339597] [INFO ] [sig       ] [563/1341] Completed MSGE in 0.4s | 2.69 sym/s | Total: 3.5m | ETA: 4.8m
[2025-11-20T23:10:24.339717] [INFO ] [sig       ] [564/1341] Forecasting MSGS...
[2025-11-20T23:10:24.339767] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-11-20T23:10:24.339820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-11-20T23:10:24.353734] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MSGS'.
[2025-11-20T23:10:24.354418] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-11-20T23:10:24.355294] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-11-20T23:10:24.355370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:24.355418] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:24.355460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:24.355532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:24.423679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:24.424680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:24.424788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:24.424842] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:24.554681] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:24.554895] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:24.554944] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:24.554979] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:24.558628] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: DOWN (p=33.10%)
[2025-11-20T23:10:24.558952] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-11-20T23:10:24.559112] [INFO ] [sig       ] MSGS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:24.702983] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MSGS.txt
[2025-11-20T23:10:24.703184] [INFO ] [sig       ] [564/1341] Completed MSGS in 0.4s | 2.69 sym/s | Total: 3.5m | ETA: 4.8m
[2025-11-20T23:10:24.703243] [INFO ] [sig       ] [565/1341] Forecasting MSI...
[2025-11-20T23:10:24.703314] [INFO ] [sig       ] Generating forecast for: MSI
[2025-11-20T23:10:24.703369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-11-20T23:10:24.715747] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MSI'.
[2025-11-20T23:10:24.716112] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-11-20T23:10:24.716977] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-11-20T23:10:24.717051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:24.717100] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:24.717144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:24.717216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:24.785535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:24.786428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:24.786538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:24.786590] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:24.919277] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:24.919529] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:24.919594] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:24.919632] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:24.924012] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: UP (p=86.23%)
[2025-11-20T23:10:24.924544] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-11-20T23:10:24.924817] [INFO ] [sig       ] MSI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:25.071094] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MSI.txt
[2025-11-20T23:10:25.071575] [INFO ] [sig       ] [565/1341] Completed MSI in 0.4s | 2.69 sym/s | Total: 3.5m | ETA: 4.8m
[2025-11-20T23:10:25.071727] [INFO ] [sig       ] [566/1341] Forecasting MSM...
[2025-11-20T23:10:25.071782] [INFO ] [sig       ] Generating forecast for: MSM
[2025-11-20T23:10:25.071821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-11-20T23:10:25.085591] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MSM'.
[2025-11-20T23:10:25.086136] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-11-20T23:10:25.087157] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-11-20T23:10:25.087233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:25.087283] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:25.087326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:25.087400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:25.160598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:25.161791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:25.161919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:25.161975] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:25.293011] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:25.293264] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:25.293326] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:25.293363] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:25.297596] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=28.65%)
[2025-11-20T23:10:25.298037] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-11-20T23:10:25.298274] [INFO ] [sig       ] MSM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:25.440679] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MSM.txt
[2025-11-20T23:10:25.440964] [INFO ] [sig       ] [566/1341] Completed MSM in 0.4s | 2.69 sym/s | Total: 3.5m | ETA: 4.8m
[2025-11-20T23:10:25.441028] [INFO ] [sig       ] [567/1341] Forecasting MT...
[2025-11-20T23:10:25.441081] [INFO ] [sig       ] Generating forecast for: MT
[2025-11-20T23:10:25.441126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MT' from 'https://tdm.silogroup.org/data/derivative_storage/MT.csv'.
[2025-11-20T23:10:25.455199] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MT'.
[2025-11-20T23:10:25.455776] [INFO ] [FORECASTER] Starting predict_future for MT
[2025-11-20T23:10:25.456789] [DEBUG] [LOCAL     ] No optimal features file found for MT: ./output/feature-sets/MT.txt
[2025-11-20T23:10:25.456880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:25.456942] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:25.456989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:25.457073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:25.528116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:25.529309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:25.529431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:25.529493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:25.662922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:25.663167] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:25.663220] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:25.663256] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:25.667329] [DEBUG] [FORECASTER] MT: Forecast T+1@11:T+2@11: UP (p=61.93%)
[2025-11-20T23:10:25.667719] [INFO ] [FORECASTER] Completed predict_future for MT
[2025-11-20T23:10:25.667919] [INFO ] [sig       ] MT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:25.815724] [INFO ] [LOCAL     ] Saved forecast: MT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MT.txt
[2025-11-20T23:10:25.815983] [INFO ] [sig       ] [567/1341] Completed MT in 0.4s | 2.69 sym/s | Total: 3.5m | ETA: 4.8m
[2025-11-20T23:10:25.816073] [INFO ] [sig       ] [568/1341] Forecasting MTB...
[2025-11-20T23:10:25.816188] [INFO ] [sig       ] Generating forecast for: MTB
[2025-11-20T23:10:25.816236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-11-20T23:10:25.830474] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MTB'.
[2025-11-20T23:10:25.831083] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-11-20T23:10:25.832061] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-11-20T23:10:25.832135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:25.832184] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:25.832225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:25.832304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:25.901700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:25.902927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:25.903045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:25.903099] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:26.034388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:26.034674] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:26.034742] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:26.034954] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:26.039091] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: DOWN (p=33.20%)
[2025-11-20T23:10:26.039496] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-11-20T23:10:26.039755] [INFO ] [sig       ] MTB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:26.182170] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MTB.txt
[2025-11-20T23:10:26.182397] [INFO ] [sig       ] [568/1341] Completed MTB in 0.4s | 2.69 sym/s | Total: 3.5m | ETA: 4.8m
[2025-11-20T23:10:26.182484] [INFO ] [sig       ] [569/1341] Forecasting MTD...
[2025-11-20T23:10:26.182533] [INFO ] [sig       ] Generating forecast for: MTD
[2025-11-20T23:10:26.182577] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-11-20T23:10:26.196338] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MTD'.
[2025-11-20T23:10:26.196920] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-11-20T23:10:26.197927] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-11-20T23:10:26.198004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:26.198053] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:26.198095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:26.198172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:26.269448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:26.270594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:26.270732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:26.270784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:26.399178] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:26.399413] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:26.399485] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:26.399523] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:26.403476] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2025-11-20T23:10:26.403837] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-11-20T23:10:26.404013] [INFO ] [sig       ] MTD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:26.554342] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MTD.txt
[2025-11-20T23:10:26.554591] [INFO ] [sig       ] [569/1341] Completed MTD in 0.4s | 2.69 sym/s | Total: 3.5m | ETA: 4.8m
[2025-11-20T23:10:26.554675] [INFO ] [sig       ] [570/1341] Forecasting MTDR...
[2025-11-20T23:10:26.554754] [INFO ] [sig       ] Generating forecast for: MTDR
[2025-11-20T23:10:26.554807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTDR' from 'https://tdm.silogroup.org/data/derivative_storage/MTDR.csv'.
[2025-11-20T23:10:26.568589] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MTDR'.
[2025-11-20T23:10:26.569104] [INFO ] [FORECASTER] Starting predict_future for MTDR
[2025-11-20T23:10:26.570071] [DEBUG] [LOCAL     ] No optimal features file found for MTDR: ./output/feature-sets/MTDR.txt
[2025-11-20T23:10:26.570148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:26.570210] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:26.570264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:26.570343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:26.640780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:26.642062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:26.642232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:26.642296] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:26.771309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:26.771554] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:26.771608] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:26.771664] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:26.775849] [DEBUG] [FORECASTER] MTDR: Forecast T+1@11:T+2@11: DOWN (p=27.19%)
[2025-11-20T23:10:26.776371] [INFO ] [FORECASTER] Completed predict_future for MTDR
[2025-11-20T23:10:26.776632] [INFO ] [sig       ] MTDR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:26.924384] [INFO ] [LOCAL     ] Saved forecast: MTDR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MTDR.txt
[2025-11-20T23:10:26.924626] [INFO ] [sig       ] [570/1341] Completed MTDR in 0.4s | 2.69 sym/s | Total: 3.5m | ETA: 4.8m
[2025-11-20T23:10:26.924730] [INFO ] [sig       ] [571/1341] Forecasting MTG...
[2025-11-20T23:10:26.924777] [INFO ] [sig       ] Generating forecast for: MTG
[2025-11-20T23:10:26.924821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-11-20T23:10:26.938952] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MTG'.
[2025-11-20T23:10:26.939440] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-11-20T23:10:26.940372] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-11-20T23:10:26.940447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:26.940498] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:26.940542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:26.940619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:27.012447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:27.013727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:27.013856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:27.013908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:27.139521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:27.139760] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:27.139818] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:27.139854] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:27.143676] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=29.43%)
[2025-11-20T23:10:27.143993] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-11-20T23:10:27.144151] [INFO ] [sig       ] MTG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:27.290977] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MTG.txt
[2025-11-20T23:10:27.291468] [INFO ] [sig       ] [571/1341] Completed MTG in 0.4s | 2.69 sym/s | Total: 3.5m | ETA: 4.8m
[2025-11-20T23:10:27.291532] [INFO ] [sig       ] [572/1341] Forecasting MTH...
[2025-11-20T23:10:27.291576] [INFO ] [sig       ] Generating forecast for: MTH
[2025-11-20T23:10:27.291621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-11-20T23:10:27.305894] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MTH'.
[2025-11-20T23:10:27.306429] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-11-20T23:10:27.307397] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-11-20T23:10:27.307485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:27.307534] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:27.307575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:27.307663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:27.375093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:27.376195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:27.376306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:27.376354] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:27.507953] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:27.508197] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:27.508250] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:27.508285] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:27.512282] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: UP (p=90.91%)
[2025-11-20T23:10:27.512612] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-11-20T23:10:27.512808] [INFO ] [sig       ] MTH: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:27.661745] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MTH.txt
[2025-11-20T23:10:27.662006] [INFO ] [sig       ] [572/1341] Completed MTH in 0.4s | 2.69 sym/s | Total: 3.5m | ETA: 4.8m
[2025-11-20T23:10:27.662078] [INFO ] [sig       ] [573/1341] Forecasting MTN...
[2025-11-20T23:10:27.662161] [INFO ] [sig       ] Generating forecast for: MTN
[2025-11-20T23:10:27.662219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-11-20T23:10:27.676709] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MTN'.
[2025-11-20T23:10:27.677320] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-11-20T23:10:27.678362] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-11-20T23:10:27.678438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:27.678545] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:27.678591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:27.678681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:27.747899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:27.749258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:27.749374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:27.749426] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:27.881453] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:27.881727] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:27.881790] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:27.881827] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:27.885893] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=84.21%)
[2025-11-20T23:10:27.886269] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-11-20T23:10:27.886440] [INFO ] [sig       ] MTN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:28.032521] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MTN.txt
[2025-11-20T23:10:28.032770] [INFO ] [sig       ] [573/1341] Completed MTN in 0.4s | 2.69 sym/s | Total: 3.6m | ETA: 4.8m
[2025-11-20T23:10:28.032829] [INFO ] [sig       ] [574/1341] Forecasting MTRN...
[2025-11-20T23:10:28.032958] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-11-20T23:10:28.033016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-11-20T23:10:28.047990] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MTRN'.
[2025-11-20T23:10:28.048599] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-11-20T23:10:28.049604] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-11-20T23:10:28.049697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:28.049765] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:28.049820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:28.049897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:28.118008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:28.119133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:28.119254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:28.119306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:28.206491] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:28.206737] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:28.206803] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:28.206840] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:28.210958] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-11-20T23:10:28.211285] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-11-20T23:10:28.211426] [INFO ] [sig       ] MTRN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:28.356565] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MTRN.txt
[2025-11-20T23:10:28.356832] [INFO ] [sig       ] [574/1341] Completed MTRN in 0.3s | 2.69 sym/s | Total: 3.6m | ETA: 4.8m
[2025-11-20T23:10:28.356942] [INFO ] [sig       ] [575/1341] Forecasting MTW...
[2025-11-20T23:10:28.357010] [INFO ] [sig       ] Generating forecast for: MTW
[2025-11-20T23:10:28.357065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTW' from 'https://tdm.silogroup.org/data/derivative_storage/MTW.csv'.
[2025-11-20T23:10:28.370391] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MTW'.
[2025-11-20T23:10:28.370933] [INFO ] [FORECASTER] Starting predict_future for MTW
[2025-11-20T23:10:28.371892] [DEBUG] [LOCAL     ] No optimal features file found for MTW: ./output/feature-sets/MTW.txt
[2025-11-20T23:10:28.371965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:28.372015] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:28.372055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:28.372125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:28.443455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:28.444677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:28.444802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:28.444853] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:28.577512] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:28.577767] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:28.577833] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:28.577867] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:28.582017] [DEBUG] [FORECASTER] MTW: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-11-20T23:10:28.582374] [INFO ] [FORECASTER] Completed predict_future for MTW
[2025-11-20T23:10:28.582549] [INFO ] [sig       ] MTW: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:28.727045] [INFO ] [LOCAL     ] Saved forecast: MTW	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MTW.txt
[2025-11-20T23:10:28.727274] [INFO ] [sig       ] [575/1341] Completed MTW in 0.4s | 2.69 sym/s | Total: 3.6m | ETA: 4.8m
[2025-11-20T23:10:28.727358] [INFO ] [sig       ] [576/1341] Forecasting MTX...
[2025-11-20T23:10:28.727411] [INFO ] [sig       ] Generating forecast for: MTX
[2025-11-20T23:10:28.727455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-11-20T23:10:28.740440] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MTX'.
[2025-11-20T23:10:28.740915] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-11-20T23:10:28.741863] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-11-20T23:10:28.741936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:28.741984] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:28.742037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:28.742123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:28.809546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:28.810521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:28.810630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:28.810717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:28.941750] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:28.942051] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:28.942266] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:28.942362] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:28.946585] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: UP (p=99.88%)
[2025-11-20T23:10:28.947060] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-11-20T23:10:28.947370] [INFO ] [sig       ] MTX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:29.092373] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MTX.txt
[2025-11-20T23:10:29.092626] [INFO ] [sig       ] [576/1341] Completed MTX in 0.4s | 2.69 sym/s | Total: 3.6m | ETA: 4.7m
[2025-11-20T23:10:29.092710] [INFO ] [sig       ] [577/1341] Forecasting MTZ...
[2025-11-20T23:10:29.092798] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-11-20T23:10:29.092847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-11-20T23:10:29.106756] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MTZ'.
[2025-11-20T23:10:29.107361] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-11-20T23:10:29.108331] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-11-20T23:10:29.108405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:29.108453] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:29.108496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:29.108570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:29.178153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:29.179353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:29.179487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:29.179544] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:29.304909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:29.305174] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:29.305228] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:29.305262] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:29.309196] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-11-20T23:10:29.309520] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-11-20T23:10:29.309715] [INFO ] [sig       ] MTZ: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:29.457501] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MTZ.txt
[2025-11-20T23:10:29.457805] [INFO ] [sig       ] [577/1341] Completed MTZ in 0.4s | 2.69 sym/s | Total: 3.6m | ETA: 4.7m
[2025-11-20T23:10:29.457909] [INFO ] [sig       ] [578/1341] Forecasting MUA...
[2025-11-20T23:10:29.457996] [INFO ] [sig       ] Generating forecast for: MUA
[2025-11-20T23:10:29.458073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-11-20T23:10:29.470723] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MUA'.
[2025-11-20T23:10:29.471130] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-11-20T23:10:29.471962] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-11-20T23:10:29.472035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:29.472084] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:29.472127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:29.472201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:29.542373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:29.543309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:29.543416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:29.543468] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:29.677079] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:29.678082] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:29.678142] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:29.678177] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:29.682663] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: DOWN (p=13.44%)
[2025-11-20T23:10:29.683063] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-11-20T23:10:29.683273] [INFO ] [sig       ] MUA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:29.826231] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MUA.txt
[2025-11-20T23:10:29.826433] [INFO ] [sig       ] [578/1341] Completed MUA in 0.4s | 2.69 sym/s | Total: 3.6m | ETA: 4.7m
[2025-11-20T23:10:29.826492] [INFO ] [sig       ] [579/1341] Forecasting MUC...
[2025-11-20T23:10:29.826558] [INFO ] [sig       ] Generating forecast for: MUC
[2025-11-20T23:10:29.826598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-11-20T23:10:29.841884] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MUC'.
[2025-11-20T23:10:29.842425] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-11-20T23:10:29.843333] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-11-20T23:10:29.843410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:29.843467] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:29.843520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:29.843594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:29.916990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:29.918228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:29.918351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:29.918404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:30.052173] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:30.052421] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:30.052474] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:30.052508] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:30.056509] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: UP (p=82.34%)
[2025-11-20T23:10:30.057082] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-11-20T23:10:30.057329] [INFO ] [sig       ] MUC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:30.200488] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MUC.txt
[2025-11-20T23:10:30.200745] [INFO ] [sig       ] [579/1341] Completed MUC in 0.4s | 2.69 sym/s | Total: 3.6m | ETA: 4.7m
[2025-11-20T23:10:30.200828] [INFO ] [sig       ] [580/1341] Forecasting MUE...
[2025-11-20T23:10:30.200871] [INFO ] [sig       ] Generating forecast for: MUE
[2025-11-20T23:10:30.200914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-11-20T23:10:30.214143] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MUE'.
[2025-11-20T23:10:30.214742] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-11-20T23:10:30.215720] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-11-20T23:10:30.215793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:30.215852] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:30.215895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:30.215978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:30.285611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:30.286903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:30.287042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:30.287101] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:30.408563] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:30.408816] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:30.408874] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:30.408910] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:30.412743] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: UP (p=80.26%)
[2025-11-20T23:10:30.413086] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-11-20T23:10:30.413281] [INFO ] [sig       ] MUE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:30.560633] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MUE.txt
[2025-11-20T23:10:30.560905] [INFO ] [sig       ] [580/1341] Completed MUE in 0.4s | 2.69 sym/s | Total: 3.6m | ETA: 4.7m
[2025-11-20T23:10:30.561026] [INFO ] [sig       ] [581/1341] Forecasting MUFG...
[2025-11-20T23:10:30.561083] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-11-20T23:10:30.561135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-11-20T23:10:30.575846] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MUFG'.
[2025-11-20T23:10:30.576517] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-11-20T23:10:30.577599] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-11-20T23:10:30.577702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:30.577766] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:30.577821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:30.577900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:30.652201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:30.653586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:30.653760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:30.653825] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:30.791261] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:30.791499] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:30.791553] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:30.791588] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:30.795670] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=42.70%)
[2025-11-20T23:10:30.796043] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-11-20T23:10:30.796225] [INFO ] [sig       ] MUFG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:30.968387] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MUFG.txt
[2025-11-20T23:10:30.968599] [INFO ] [sig       ] [581/1341] Completed MUFG in 0.4s | 2.69 sym/s | Total: 3.6m | ETA: 4.7m
[2025-11-20T23:10:30.968706] [INFO ] [sig       ] [582/1341] Forecasting MUJ...
[2025-11-20T23:10:30.968752] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-11-20T23:10:30.968811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-11-20T23:10:30.982788] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MUJ'.
[2025-11-20T23:10:30.983292] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-11-20T23:10:30.984250] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-11-20T23:10:30.984331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:30.984383] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:30.984424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:30.984498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:31.058043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:31.059328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:31.059460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:31.059527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:31.196046] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:31.196315] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:31.196386] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:31.196423] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:31.200593] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=25.02%)
[2025-11-20T23:10:31.200962] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-11-20T23:10:31.201143] [INFO ] [sig       ] MUJ: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:31.346506] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MUJ.txt
[2025-11-20T23:10:31.346771] [INFO ] [sig       ] [582/1341] Completed MUJ in 0.4s | 2.69 sym/s | Total: 3.6m | ETA: 4.7m
[2025-11-20T23:10:31.346876] [INFO ] [sig       ] [583/1341] Forecasting MUR...
[2025-11-20T23:10:31.346933] [INFO ] [sig       ] Generating forecast for: MUR
[2025-11-20T23:10:31.346978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUR' from 'https://tdm.silogroup.org/data/derivative_storage/MUR.csv'.
[2025-11-20T23:10:31.360514] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MUR'.
[2025-11-20T23:10:31.361082] [INFO ] [FORECASTER] Starting predict_future for MUR
[2025-11-20T23:10:31.362059] [DEBUG] [LOCAL     ] No optimal features file found for MUR: ./output/feature-sets/MUR.txt
[2025-11-20T23:10:31.362133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:31.362194] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:31.362248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:31.362330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:31.433939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:31.435279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:31.435395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:31.435460] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:31.566621] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:31.566911] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:31.566968] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:31.567004] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:31.571144] [DEBUG] [FORECASTER] MUR: Forecast T+1@11:T+2@11: DOWN (p=6.82%)
[2025-11-20T23:10:31.571525] [INFO ] [FORECASTER] Completed predict_future for MUR
[2025-11-20T23:10:31.571712] [INFO ] [sig       ] MUR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:31.716175] [INFO ] [LOCAL     ] Saved forecast: MUR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MUR.txt
[2025-11-20T23:10:31.716427] [INFO ] [sig       ] [583/1341] Completed MUR in 0.4s | 2.69 sym/s | Total: 3.6m | ETA: 4.7m
[2025-11-20T23:10:31.716511] [INFO ] [sig       ] [584/1341] Forecasting MUSA...
[2025-11-20T23:10:31.716562] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-11-20T23:10:31.716607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-11-20T23:10:31.730546] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MUSA'.
[2025-11-20T23:10:31.731078] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-11-20T23:10:31.732035] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-11-20T23:10:31.732108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:31.732158] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:31.732202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:31.732276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:31.802498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:31.803735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:31.803859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:31.803910] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:31.938599] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:31.938862] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:31.938920] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:31.938957] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:31.945307] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-11-20T23:10:31.945816] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-11-20T23:10:31.946040] [INFO ] [sig       ] MUSA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:32.091327] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MUSA.txt
[2025-11-20T23:10:32.091547] [INFO ] [sig       ] [584/1341] Completed MUSA in 0.4s | 2.69 sym/s | Total: 3.6m | ETA: 4.7m
[2025-11-20T23:10:32.091713] [INFO ] [sig       ] [585/1341] Forecasting MUX...
[2025-11-20T23:10:32.091765] [INFO ] [sig       ] Generating forecast for: MUX
[2025-11-20T23:10:32.091812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-11-20T23:10:32.104709] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MUX'.
[2025-11-20T23:10:32.105170] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-11-20T23:10:32.106083] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-11-20T23:10:32.106156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:32.106207] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:32.106249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:32.106347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:32.173000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:32.173756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:32.173858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:32.173921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:32.305516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:32.305767] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:32.305834] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:32.305870] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:32.309580] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2025-11-20T23:10:32.309900] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-11-20T23:10:32.310082] [INFO ] [sig       ] MUX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:32.449982] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MUX.txt
[2025-11-20T23:10:32.450151] [INFO ] [sig       ] [585/1341] Completed MUX in 0.4s | 2.69 sym/s | Total: 3.6m | ETA: 4.7m
[2025-11-20T23:10:32.450203] [INFO ] [sig       ] [586/1341] Forecasting MVF...
[2025-11-20T23:10:32.450247] [INFO ] [sig       ] Generating forecast for: MVF
[2025-11-20T23:10:32.450295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-11-20T23:10:32.461796] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MVF'.
[2025-11-20T23:10:32.462128] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-11-20T23:10:32.462963] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-11-20T23:10:32.463050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:32.463111] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:32.463167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:32.463241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:32.530311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:32.530989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:32.531086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:32.531155] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:32.654213] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:32.654438] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:32.654487] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:32.654524] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:32.658241] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-11-20T23:10:32.658553] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-11-20T23:10:32.658736] [INFO ] [sig       ] MVF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:32.799081] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MVF.txt
[2025-11-20T23:10:32.799252] [INFO ] [sig       ] [586/1341] Completed MVF in 0.3s | 2.69 sym/s | Total: 3.6m | ETA: 4.7m
[2025-11-20T23:10:32.799309] [INFO ] [sig       ] [587/1341] Forecasting MVO...
[2025-11-20T23:10:32.799354] [INFO ] [sig       ] Generating forecast for: MVO
[2025-11-20T23:10:32.799399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-11-20T23:10:32.813499] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MVO'.
[2025-11-20T23:10:32.814060] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-11-20T23:10:32.815089] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-11-20T23:10:32.815166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:32.815219] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:32.815270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:32.815348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:32.885300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:32.886256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:32.886377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:32.886428] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:33.007923] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:33.008125] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:33.008173] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:33.008208] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:33.011789] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=24.21%)
[2025-11-20T23:10:33.012090] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-11-20T23:10:33.012233] [INFO ] [sig       ] MVO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:33.167334] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MVO.txt
[2025-11-20T23:10:33.167612] [INFO ] [sig       ] [587/1341] Completed MVO in 0.4s | 2.69 sym/s | Total: 3.6m | ETA: 4.7m
[2025-11-20T23:10:33.167713] [INFO ] [sig       ] [588/1341] Forecasting MVT...
[2025-11-20T23:10:33.167770] [INFO ] [sig       ] Generating forecast for: MVT
[2025-11-20T23:10:33.167822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVT' from 'https://tdm.silogroup.org/data/derivative_storage/MVT.csv'.
[2025-11-20T23:10:33.180931] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MVT'.
[2025-11-20T23:10:33.181506] [INFO ] [FORECASTER] Starting predict_future for MVT
[2025-11-20T23:10:33.182669] [DEBUG] [LOCAL     ] No optimal features file found for MVT: ./output/feature-sets/MVT.txt
[2025-11-20T23:10:33.182770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:33.182860] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:33.182926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:33.183041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:33.256983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:33.258269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:33.258392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:33.258453] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:33.372020] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:33.372273] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:33.372327] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:33.372362] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:33.376400] [DEBUG] [FORECASTER] MVT: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2025-11-20T23:10:33.376770] [INFO ] [FORECASTER] Completed predict_future for MVT
[2025-11-20T23:10:33.376977] [INFO ] [sig       ] MVT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:33.524417] [INFO ] [LOCAL     ] Saved forecast: MVT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MVT.txt
[2025-11-20T23:10:33.524699] [INFO ] [sig       ] [588/1341] Completed MVT in 0.4s | 2.69 sym/s | Total: 3.6m | ETA: 4.7m
[2025-11-20T23:10:33.524789] [INFO ] [sig       ] [589/1341] Forecasting MWA...
[2025-11-20T23:10:33.524842] [INFO ] [sig       ] Generating forecast for: MWA
[2025-11-20T23:10:33.524888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-11-20T23:10:33.537333] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MWA'.
[2025-11-20T23:10:33.537840] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-11-20T23:10:33.538712] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-11-20T23:10:33.538782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:33.538829] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:33.538870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:33.538941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:33.607220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:33.608224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:33.608351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:33.608412] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:33.736947] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:33.737180] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:33.737229] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:33.737263] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:33.740879] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: UP (p=79.08%)
[2025-11-20T23:10:33.741181] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-11-20T23:10:33.741346] [INFO ] [sig       ] MWA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:33.888671] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MWA.txt
[2025-11-20T23:10:33.888888] [INFO ] [sig       ] [589/1341] Completed MWA in 0.4s | 2.69 sym/s | Total: 3.7m | ETA: 4.7m
[2025-11-20T23:10:33.888996] [INFO ] [sig       ] [590/1341] Forecasting MX...
[2025-11-20T23:10:33.889044] [INFO ] [sig       ] Generating forecast for: MX
[2025-11-20T23:10:33.889090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-11-20T23:10:33.902392] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MX'.
[2025-11-20T23:10:33.902906] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-11-20T23:10:33.903773] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-11-20T23:10:33.903869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:33.903937] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:33.903984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:33.904055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:33.976785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:33.977811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:33.977922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:33.977973] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:34.098589] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:34.098833] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:34.098884] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:34.098918] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:34.102577] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=64.93%)
[2025-11-20T23:10:34.102910] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-11-20T23:10:34.103083] [INFO ] [sig       ] MX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:34.249251] [INFO ] [LOCAL     ] Saved forecast: MX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MX.txt
[2025-11-20T23:10:34.249448] [INFO ] [sig       ] [590/1341] Completed MX in 0.4s | 2.69 sym/s | Total: 3.7m | ETA: 4.7m
[2025-11-20T23:10:34.249507] [INFO ] [sig       ] [591/1341] Forecasting MYD...
[2025-11-20T23:10:34.249591] [INFO ] [sig       ] Generating forecast for: MYD
[2025-11-20T23:10:34.249684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYD' from 'https://tdm.silogroup.org/data/derivative_storage/MYD.csv'.
[2025-11-20T23:10:34.262014] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MYD'.
[2025-11-20T23:10:34.262530] [INFO ] [FORECASTER] Starting predict_future for MYD
[2025-11-20T23:10:34.263358] [DEBUG] [LOCAL     ] No optimal features file found for MYD: ./output/feature-sets/MYD.txt
[2025-11-20T23:10:34.263433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:34.263483] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:34.263528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:34.263599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:34.336155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:34.338083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:34.338285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:34.338338] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:34.461909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:34.462110] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:34.462163] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:34.462198] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:34.465735] [DEBUG] [FORECASTER] MYD: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-11-20T23:10:34.466036] [INFO ] [FORECASTER] Completed predict_future for MYD
[2025-11-20T23:10:34.466237] [INFO ] [sig       ] MYD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:34.605773] [INFO ] [LOCAL     ] Saved forecast: MYD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MYD.txt
[2025-11-20T23:10:34.605974] [INFO ] [sig       ] [591/1341] Completed MYD in 0.4s | 2.69 sym/s | Total: 3.7m | ETA: 4.6m
[2025-11-20T23:10:34.606037] [INFO ] [sig       ] [592/1341] Forecasting MYE...
[2025-11-20T23:10:34.606121] [INFO ] [sig       ] Generating forecast for: MYE
[2025-11-20T23:10:34.606173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-11-20T23:10:34.620902] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MYE'.
[2025-11-20T23:10:34.621482] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-11-20T23:10:34.622532] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-11-20T23:10:34.622611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:34.622683] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:34.622729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:34.622803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:34.693669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:34.694913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:34.695032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:34.695084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:34.819156] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:34.819384] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:34.819434] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:34.819469] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:34.823118] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=47.51%)
[2025-11-20T23:10:34.823614] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-11-20T23:10:34.823860] [INFO ] [sig       ] MYE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:34.964073] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MYE.txt
[2025-11-20T23:10:34.964259] [INFO ] [sig       ] [592/1341] Completed MYE in 0.4s | 2.69 sym/s | Total: 3.7m | ETA: 4.6m
[2025-11-20T23:10:34.964344] [INFO ] [sig       ] [593/1341] Forecasting MYI...
[2025-11-20T23:10:34.964392] [INFO ] [sig       ] Generating forecast for: MYI
[2025-11-20T23:10:34.964433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-11-20T23:10:34.976404] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MYI'.
[2025-11-20T23:10:34.976910] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-11-20T23:10:34.977787] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-11-20T23:10:34.977858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:34.977919] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:34.977953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:34.978028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:35.047731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:35.048780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:35.048897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:35.048952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:35.169912] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:35.170222] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:35.170293] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:35.170798] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:35.175708] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: DOWN (p=40.24%)
[2025-11-20T23:10:35.176138] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-11-20T23:10:35.176327] [INFO ] [sig       ] MYI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:35.321382] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/MYI.txt
[2025-11-20T23:10:35.321605] [INFO ] [sig       ] [593/1341] Completed MYI in 0.4s | 2.69 sym/s | Total: 3.7m | ETA: 4.6m
[2025-11-20T23:10:35.321708] [INFO ] [sig       ] [594/1341] Forecasting MYN...
[2025-11-20T23:10:35.321763] [INFO ] [sig       ] Generating forecast for: MYN
[2025-11-20T23:10:35.321809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-11-20T23:10:35.334769] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'MYN'.
[2025-11-20T23:10:35.335226] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-11-20T23:10:35.336590] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-11-20T23:10:35.336727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:35.336809] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:35.336902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:35.336981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:35.409490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:35.410382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:35.410501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:35.410572] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:35.533257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:35.533519] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:35.533590] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:35.533638] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:35.537490] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=51.70%)
[2025-11-20T23:10:35.537883] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-11-20T23:10:35.538086] [INFO ] [sig       ] MYN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:35.684400] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/MYN.txt
[2025-11-20T23:10:35.684665] [INFO ] [sig       ] [594/1341] Completed MYN in 0.4s | 2.69 sym/s | Total: 3.7m | ETA: 4.6m
[2025-11-20T23:10:35.684754] [INFO ] [sig       ] [595/1341] Forecasting NABL...
[2025-11-20T23:10:35.684812] [INFO ] [sig       ] Generating forecast for: NABL
[2025-11-20T23:10:35.684852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-11-20T23:10:35.698888] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NABL'.
[2025-11-20T23:10:35.699367] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-11-20T23:10:35.700335] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-11-20T23:10:35.700408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:35.700457] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:35.700509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:35.700584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:35.768576] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:35.769630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:35.769762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:35.769826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:35.891257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:35.891489] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:35.891541] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:35.891575] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:35.895632] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=92.16%)
[2025-11-20T23:10:35.895981] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-11-20T23:10:35.896141] [INFO ] [sig       ] NABL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:36.041669] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NABL.txt
[2025-11-20T23:10:36.041881] [INFO ] [sig       ] [595/1341] Completed NABL in 0.4s | 2.69 sym/s | Total: 3.7m | ETA: 4.6m
[2025-11-20T23:10:36.041967] [INFO ] [sig       ] [596/1341] Forecasting NAD...
[2025-11-20T23:10:36.042115] [INFO ] [sig       ] Generating forecast for: NAD
[2025-11-20T23:10:36.042167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-11-20T23:10:36.055518] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NAD'.
[2025-11-20T23:10:36.056125] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-11-20T23:10:36.057237] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-11-20T23:10:36.057312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:36.057361] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:36.057417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:36.057505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:36.125240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:36.126274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:36.126398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:36.126460] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:36.250857] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:36.251086] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:36.251139] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:36.251173] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:36.255155] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=66.33%)
[2025-11-20T23:10:36.255702] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-11-20T23:10:36.255939] [INFO ] [sig       ] NAD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:36.403989] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NAD.txt
[2025-11-20T23:10:36.404213] [INFO ] [sig       ] [596/1341] Completed NAD in 0.4s | 2.69 sym/s | Total: 3.7m | ETA: 4.6m
[2025-11-20T23:10:36.404272] [INFO ] [sig       ] [597/1341] Forecasting NAN...
[2025-11-20T23:10:36.404343] [INFO ] [sig       ] Generating forecast for: NAN
[2025-11-20T23:10:36.404396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAN' from 'https://tdm.silogroup.org/data/derivative_storage/NAN.csv'.
[2025-11-20T23:10:36.418108] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NAN'.
[2025-11-20T23:10:36.418596] [INFO ] [FORECASTER] Starting predict_future for NAN
[2025-11-20T23:10:36.419564] [DEBUG] [LOCAL     ] No optimal features file found for NAN: ./output/feature-sets/NAN.txt
[2025-11-20T23:10:36.419661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:36.419715] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:36.419785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:36.419865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:36.490036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:36.491009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:36.491147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:36.491199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:36.610147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:36.610374] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:36.610426] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:36.610460] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:36.614503] [DEBUG] [FORECASTER] NAN: Forecast T+1@11:T+2@11: UP (p=85.68%)
[2025-11-20T23:10:36.615036] [INFO ] [FORECASTER] Completed predict_future for NAN
[2025-11-20T23:10:36.615279] [INFO ] [sig       ] NAN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:36.758590] [INFO ] [LOCAL     ] Saved forecast: NAN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NAN.txt
[2025-11-20T23:10:36.758820] [INFO ] [sig       ] [597/1341] Completed NAN in 0.4s | 2.69 sym/s | Total: 3.7m | ETA: 4.6m
[2025-11-20T23:10:36.758880] [INFO ] [sig       ] [598/1341] Forecasting NATL...
[2025-11-20T23:10:36.758951] [INFO ] [sig       ] Generating forecast for: NATL
[2025-11-20T23:10:36.759004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-11-20T23:10:36.772534] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NATL'.
[2025-11-20T23:10:36.772965] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-11-20T23:10:36.773929] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-11-20T23:10:36.774002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:36.774053] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:36.774094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:36.774166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:36.842886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:36.843838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:36.843947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:36.843997] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:36.986052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:36.986297] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:36.986351] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:36.986386] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:36.990517] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=20.48%)
[2025-11-20T23:10:36.991163] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-11-20T23:10:36.991415] [INFO ] [sig       ] NATL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:37.139240] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NATL.txt
[2025-11-20T23:10:37.139533] [INFO ] [sig       ] [598/1341] Completed NATL in 0.4s | 2.69 sym/s | Total: 3.7m | ETA: 4.6m
[2025-11-20T23:10:37.139596] [INFO ] [sig       ] [599/1341] Forecasting NAZ...
[2025-11-20T23:10:37.139703] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-11-20T23:10:37.139751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-11-20T23:10:37.152378] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NAZ'.
[2025-11-20T23:10:37.152800] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-11-20T23:10:37.153628] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-11-20T23:10:37.153725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:37.153772] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:37.153811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:37.153882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:37.222086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:37.223106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:37.223219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:37.223266] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:37.335817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:37.336037] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:37.336085] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:37.336118] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:37.339667] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=18.19%)
[2025-11-20T23:10:37.339988] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-11-20T23:10:37.340313] [INFO ] [sig       ] NAZ: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:37.481858] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NAZ.txt
[2025-11-20T23:10:37.482011] [INFO ] [sig       ] [599/1341] Completed NAZ in 0.3s | 2.69 sym/s | Total: 3.7m | ETA: 4.6m
[2025-11-20T23:10:37.482065] [INFO ] [sig       ] [600/1341] Forecasting NBB...
[2025-11-20T23:10:37.482108] [INFO ] [sig       ] Generating forecast for: NBB
[2025-11-20T23:10:37.482150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-11-20T23:10:37.497061] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NBB'.
[2025-11-20T23:10:37.497597] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-11-20T23:10:37.498705] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-11-20T23:10:37.498778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:37.498838] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:37.498884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:37.498974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:37.567321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:37.568548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:37.568708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:37.568759] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:37.691216] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:37.691454] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:37.691508] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:37.691542] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:37.695508] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=9.50%)
[2025-11-20T23:10:37.695891] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-11-20T23:10:37.696070] [INFO ] [sig       ] NBB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:37.839509] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NBB.txt
[2025-11-20T23:10:37.839734] [INFO ] [sig       ] [600/1341] Completed NBB in 0.4s | 2.69 sym/s | Total: 3.7m | ETA: 4.6m
[2025-11-20T23:10:37.839795] [INFO ] [sig       ] [601/1341] Forecasting NBHC...
[2025-11-20T23:10:37.839864] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-11-20T23:10:37.839913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-11-20T23:10:37.852742] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NBHC'.
[2025-11-20T23:10:37.853221] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-11-20T23:10:37.854160] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-11-20T23:10:37.854232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:37.854291] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:37.854335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:37.854462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:37.922458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:37.923697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:37.923848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:37.923907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:38.056355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:38.056688] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:38.056752] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:38.056789] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:38.061444] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: UP (p=84.39%)
[2025-11-20T23:10:38.061947] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-11-20T23:10:38.062139] [INFO ] [sig       ] NBHC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:38.211748] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NBHC.txt
[2025-11-20T23:10:38.211992] [INFO ] [sig       ] [601/1341] Completed NBHC in 0.4s | 2.69 sym/s | Total: 3.7m | ETA: 4.6m
[2025-11-20T23:10:38.212049] [INFO ] [sig       ] [602/1341] Forecasting NBR...
[2025-11-20T23:10:38.212129] [INFO ] [sig       ] Generating forecast for: NBR
[2025-11-20T23:10:38.212187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBR' from 'https://tdm.silogroup.org/data/derivative_storage/NBR.csv'.
[2025-11-20T23:10:38.225905] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NBR'.
[2025-11-20T23:10:38.226468] [INFO ] [FORECASTER] Starting predict_future for NBR
[2025-11-20T23:10:38.227480] [DEBUG] [LOCAL     ] No optimal features file found for NBR: ./output/feature-sets/NBR.txt
[2025-11-20T23:10:38.227555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:38.227615] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:38.227689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:38.227769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:38.304005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:38.305233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:38.305348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:38.305410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:38.429229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:38.429500] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:38.429567] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:38.429614] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:38.433744] [DEBUG] [FORECASTER] NBR: Forecast T+1@11:T+2@11: DOWN (p=27.79%)
[2025-11-20T23:10:38.434170] [INFO ] [FORECASTER] Completed predict_future for NBR
[2025-11-20T23:10:38.434352] [INFO ] [sig       ] NBR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:38.586910] [INFO ] [LOCAL     ] Saved forecast: NBR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NBR.txt
[2025-11-20T23:10:38.587221] [INFO ] [sig       ] [602/1341] Completed NBR in 0.4s | 2.69 sym/s | Total: 3.7m | ETA: 4.6m
[2025-11-20T23:10:38.587285] [INFO ] [sig       ] [603/1341] Forecasting NBXG...
[2025-11-20T23:10:38.587350] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-11-20T23:10:38.587465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-11-20T23:10:38.601786] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NBXG'.
[2025-11-20T23:10:38.602378] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-11-20T23:10:38.603381] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-11-20T23:10:38.603459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:38.603518] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:38.603562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:38.603687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:38.676676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:38.678084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:38.678221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:38.678277] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:38.805993] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:38.806237] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:38.806288] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:38.806322] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:38.810391] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: UP (p=76.87%)
[2025-11-20T23:10:38.810762] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-11-20T23:10:38.810935] [INFO ] [sig       ] NBXG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:38.954184] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NBXG.txt
[2025-11-20T23:10:38.954450] [INFO ] [sig       ] [603/1341] Completed NBXG in 0.4s | 2.69 sym/s | Total: 3.7m | ETA: 4.6m
[2025-11-20T23:10:38.954535] [INFO ] [sig       ] [604/1341] Forecasting NC...
[2025-11-20T23:10:38.954581] [INFO ] [sig       ] Generating forecast for: NC
[2025-11-20T23:10:38.954710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-11-20T23:10:38.967273] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NC'.
[2025-11-20T23:10:38.967849] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-11-20T23:10:38.968862] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-11-20T23:10:38.968936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:38.968997] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:38.969042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:38.969154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:39.043772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:39.045080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:39.045221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:39.045382] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:39.165378] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:39.165616] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:39.165688] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:39.165732] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:39.169546] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=95.45%)
[2025-11-20T23:10:39.169924] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-11-20T23:10:39.170095] [INFO ] [sig       ] NC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:39.316503] [INFO ] [LOCAL     ] Saved forecast: NC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NC.txt
[2025-11-20T23:10:39.316779] [INFO ] [sig       ] [604/1341] Completed NC in 0.4s | 2.69 sym/s | Total: 3.7m | ETA: 4.6m
[2025-11-20T23:10:39.316884] [INFO ] [sig       ] [605/1341] Forecasting NCA...
[2025-11-20T23:10:39.316954] [INFO ] [sig       ] Generating forecast for: NCA
[2025-11-20T23:10:39.317021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-11-20T23:10:39.330991] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NCA'.
[2025-11-20T23:10:39.331609] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-11-20T23:10:39.332604] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-11-20T23:10:39.332707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:39.332769] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:39.332814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:39.332932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:39.407905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:39.409447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:39.409620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:39.409707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:39.537545] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:39.537914] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:39.538001] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:39.538052] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:39.543318] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2025-11-20T23:10:39.543772] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-11-20T23:10:39.544008] [INFO ] [sig       ] NCA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:39.693839] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NCA.txt
[2025-11-20T23:10:39.694071] [INFO ] [sig       ] [605/1341] Completed NCA in 0.4s | 2.69 sym/s | Total: 3.7m | ETA: 4.6m
[2025-11-20T23:10:39.694130] [INFO ] [sig       ] [606/1341] Forecasting NCLH...
[2025-11-20T23:10:39.694212] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-11-20T23:10:39.694260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-11-20T23:10:39.707155] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NCLH'.
[2025-11-20T23:10:39.707605] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-11-20T23:10:39.708553] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-11-20T23:10:39.708627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:39.708701] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:39.708743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:39.708815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:39.778193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:39.779532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:39.779690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:39.779757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:39.932454] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:39.932719] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:39.932800] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:39.932837] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:39.937001] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=97.46%)
[2025-11-20T23:10:39.937372] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-11-20T23:10:39.937546] [INFO ] [sig       ] NCLH: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:40.098349] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NCLH.txt
[2025-11-20T23:10:40.099010] [INFO ] [sig       ] [606/1341] Completed NCLH in 0.4s | 2.69 sym/s | Total: 3.8m | ETA: 4.6m
[2025-11-20T23:10:40.099082] [INFO ] [sig       ] [607/1341] Forecasting NCV...
[2025-11-20T23:10:40.099131] [INFO ] [sig       ] Generating forecast for: NCV
[2025-11-20T23:10:40.099177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCV' from 'https://tdm.silogroup.org/data/derivative_storage/NCV.csv'.
[2025-11-20T23:10:40.112000] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NCV'.
[2025-11-20T23:10:40.112430] [INFO ] [FORECASTER] Starting predict_future for NCV
[2025-11-20T23:10:40.113274] [DEBUG] [LOCAL     ] No optimal features file found for NCV: ./output/feature-sets/NCV.txt
[2025-11-20T23:10:40.113346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:40.113391] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:40.113430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:40.113496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:40.185363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:40.187242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:40.187363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:40.187414] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:40.318443] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:40.318687] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:40.318750] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:40.318788] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:40.322899] [DEBUG] [FORECASTER] NCV: Forecast T+1@11:T+2@11: UP (p=83.83%)
[2025-11-20T23:10:40.323241] [INFO ] [FORECASTER] Completed predict_future for NCV
[2025-11-20T23:10:40.323411] [INFO ] [sig       ] NCV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:40.466514] [INFO ] [LOCAL     ] Saved forecast: NCV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NCV.txt
[2025-11-20T23:10:40.466849] [INFO ] [sig       ] [607/1341] Completed NCV in 0.4s | 2.69 sym/s | Total: 3.8m | ETA: 4.5m
[2025-11-20T23:10:40.466933] [INFO ] [sig       ] [608/1341] Forecasting NCZ...
[2025-11-20T23:10:40.466982] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-11-20T23:10:40.467030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-11-20T23:10:40.481251] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NCZ'.
[2025-11-20T23:10:40.481899] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-11-20T23:10:40.482900] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-11-20T23:10:40.482976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:40.483063] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:40.483108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:40.483185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:40.552251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:40.553389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:40.553507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:40.553555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:40.675239] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:40.675491] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:40.675550] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:40.675585] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:40.679822] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: UP (p=94.41%)
[2025-11-20T23:10:40.680198] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-11-20T23:10:40.680406] [INFO ] [sig       ] NCZ: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:40.824299] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NCZ.txt
[2025-11-20T23:10:40.824574] [INFO ] [sig       ] [608/1341] Completed NCZ in 0.4s | 2.69 sym/s | Total: 3.8m | ETA: 4.5m
[2025-11-20T23:10:40.824629] [INFO ] [sig       ] [609/1341] Forecasting NDMO...
[2025-11-20T23:10:40.824707] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-11-20T23:10:40.824751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-11-20T23:10:40.837991] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NDMO'.
[2025-11-20T23:10:40.838534] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-11-20T23:10:40.839482] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-11-20T23:10:40.839562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:40.839625] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:40.839699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:40.839780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:40.912321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:40.913733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:40.913862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:40.913917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:41.035896] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:41.036143] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:41.036199] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:41.036235] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:41.040277] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=23.27%)
[2025-11-20T23:10:41.040634] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-11-20T23:10:41.040866] [INFO ] [sig       ] NDMO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:41.190215] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NDMO.txt
[2025-11-20T23:10:41.190465] [INFO ] [sig       ] [609/1341] Completed NDMO in 0.4s | 2.69 sym/s | Total: 3.8m | ETA: 4.5m
[2025-11-20T23:10:41.190629] [INFO ] [sig       ] [610/1341] Forecasting NE...
[2025-11-20T23:10:41.190708] [INFO ] [sig       ] Generating forecast for: NE
[2025-11-20T23:10:41.190765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-11-20T23:10:41.204169] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NE'.
[2025-11-20T23:10:41.204615] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-11-20T23:10:41.205541] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-11-20T23:10:41.205616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:41.205701] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:41.205747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:41.205822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:41.273560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:41.274734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:41.274842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:41.274891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:41.395216] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:41.395444] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:41.395497] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:41.395532] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:41.399419] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-11-20T23:10:41.399937] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-11-20T23:10:41.400181] [INFO ] [sig       ] NE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:41.546752] [INFO ] [LOCAL     ] Saved forecast: NE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NE.txt
[2025-11-20T23:10:41.547013] [INFO ] [sig       ] [610/1341] Completed NE in 0.4s | 2.69 sym/s | Total: 3.8m | ETA: 4.5m
[2025-11-20T23:10:41.547074] [INFO ] [sig       ] [611/1341] Forecasting NEA...
[2025-11-20T23:10:41.547220] [INFO ] [sig       ] Generating forecast for: NEA
[2025-11-20T23:10:41.547272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-11-20T23:10:41.560583] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NEA'.
[2025-11-20T23:10:41.561263] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-11-20T23:10:41.562195] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-11-20T23:10:41.562267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:41.562326] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:41.562379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:41.562453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:41.634155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:41.635519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:41.635686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:41.635742] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:41.759311] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:41.759599] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:41.759701] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:41.759794] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:41.765235] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=28.14%)
[2025-11-20T23:10:41.765854] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-11-20T23:10:41.766074] [INFO ] [sig       ] NEA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:41.916501] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NEA.txt
[2025-11-20T23:10:41.916701] [INFO ] [sig       ] [611/1341] Completed NEA in 0.4s | 2.69 sym/s | Total: 3.8m | ETA: 4.5m
[2025-11-20T23:10:41.916782] [INFO ] [sig       ] [612/1341] Forecasting NEE...
[2025-11-20T23:10:41.916830] [INFO ] [sig       ] Generating forecast for: NEE
[2025-11-20T23:10:41.916895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-11-20T23:10:41.929373] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NEE'.
[2025-11-20T23:10:41.929869] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-11-20T23:10:41.930754] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-11-20T23:10:41.930824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:41.930870] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:41.930921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:41.930993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:42.012566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:42.013574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:42.013721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:42.013774] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:42.136897] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:42.137125] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:42.137172] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:42.137207] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:42.140855] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-11-20T23:10:42.141153] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-11-20T23:10:42.141303] [INFO ] [sig       ] NEE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:42.292041] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NEE.txt
[2025-11-20T23:10:42.292361] [INFO ] [sig       ] [612/1341] Completed NEE in 0.4s | 2.69 sym/s | Total: 3.8m | ETA: 4.5m
[2025-11-20T23:10:42.292456] [INFO ] [sig       ] [613/1341] Forecasting NEM...
[2025-11-20T23:10:42.292533] [INFO ] [sig       ] Generating forecast for: NEM
[2025-11-20T23:10:42.292602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-11-20T23:10:42.308461] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NEM'.
[2025-11-20T23:10:42.309092] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-11-20T23:10:42.310007] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-11-20T23:10:42.310080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:42.310126] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:42.310167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:42.310261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:42.377478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:42.378221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:42.378322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:42.378381] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:42.489195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:42.489432] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:42.489481] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:42.489514] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:42.493245] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: DOWN (p=3.40%)
[2025-11-20T23:10:42.493561] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-11-20T23:10:42.493740] [INFO ] [sig       ] NEM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:42.636356] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NEM.txt
[2025-11-20T23:10:42.636568] [INFO ] [sig       ] [613/1341] Completed NEM in 0.3s | 2.69 sym/s | Total: 3.8m | ETA: 4.5m
[2025-11-20T23:10:42.636670] [INFO ] [sig       ] [614/1341] Forecasting NET...
[2025-11-20T23:10:42.636795] [INFO ] [sig       ] Generating forecast for: NET
[2025-11-20T23:10:42.636844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NET' from 'https://tdm.silogroup.org/data/derivative_storage/NET.csv'.
[2025-11-20T23:10:42.649021] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NET'.
[2025-11-20T23:10:42.649452] [INFO ] [FORECASTER] Starting predict_future for NET
[2025-11-20T23:10:42.650300] [DEBUG] [LOCAL     ] No optimal features file found for NET: ./output/feature-sets/NET.txt
[2025-11-20T23:10:42.650370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:42.650408] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:42.650449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:42.650523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:42.717881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:42.718901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:42.719003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:42.719064] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:42.821731] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:42.821939] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:42.821987] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:42.822021] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:42.825508] [DEBUG] [FORECASTER] NET: Forecast T+1@11:T+2@11: DOWN (p=25.17%)
[2025-11-20T23:10:42.825857] [INFO ] [FORECASTER] Completed predict_future for NET
[2025-11-20T23:10:42.826007] [INFO ] [sig       ] NET: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:42.967349] [INFO ] [LOCAL     ] Saved forecast: NET	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NET.txt
[2025-11-20T23:10:42.967530] [INFO ] [sig       ] [614/1341] Completed NET in 0.3s | 2.69 sym/s | Total: 3.8m | ETA: 4.5m
[2025-11-20T23:10:42.967613] [INFO ] [sig       ] [615/1341] Forecasting NEU...
[2025-11-20T23:10:42.967675] [INFO ] [sig       ] Generating forecast for: NEU
[2025-11-20T23:10:42.967728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEU' from 'https://tdm.silogroup.org/data/derivative_storage/NEU.csv'.
[2025-11-20T23:10:42.978907] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NEU'.
[2025-11-20T23:10:42.979333] [INFO ] [FORECASTER] Starting predict_future for NEU
[2025-11-20T23:10:42.980162] [DEBUG] [LOCAL     ] No optimal features file found for NEU: ./output/feature-sets/NEU.txt
[2025-11-20T23:10:42.980232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:42.980279] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:42.980319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:42.980386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:43.046928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:43.047865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:43.047966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:43.048013] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:43.157097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:43.157323] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:43.157373] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:43.157410] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:43.160993] [DEBUG] [FORECASTER] NEU: Forecast T+1@11:T+2@11: DOWN (p=37.95%)
[2025-11-20T23:10:43.161470] [INFO ] [FORECASTER] Completed predict_future for NEU
[2025-11-20T23:10:43.161704] [INFO ] [sig       ] NEU: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:43.305082] [INFO ] [LOCAL     ] Saved forecast: NEU	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NEU.txt
[2025-11-20T23:10:43.305247] [INFO ] [sig       ] [615/1341] Completed NEU in 0.3s | 2.69 sym/s | Total: 3.8m | ETA: 4.5m
[2025-11-20T23:10:43.305302] [INFO ] [sig       ] [616/1341] Forecasting NEXA...
[2025-11-20T23:10:43.305344] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-11-20T23:10:43.305408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-11-20T23:10:43.316130] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NEXA'.
[2025-11-20T23:10:43.316457] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-11-20T23:10:43.317351] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-11-20T23:10:43.317421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:43.317477] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:43.317519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:43.317596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:43.387186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:43.387945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:43.388043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:43.388102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:43.486146] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:43.486344] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:43.486393] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:43.486427] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:43.490078] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: UP (p=82.47%)
[2025-11-20T23:10:43.490379] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-11-20T23:10:43.490553] [INFO ] [sig       ] NEXA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:43.631244] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NEXA.txt
[2025-11-20T23:10:43.631395] [INFO ] [sig       ] [616/1341] Completed NEXA in 0.3s | 2.69 sym/s | Total: 3.8m | ETA: 4.5m
[2025-11-20T23:10:43.631474] [INFO ] [sig       ] [617/1341] Forecasting NFG...
[2025-11-20T23:10:43.631551] [INFO ] [sig       ] Generating forecast for: NFG
[2025-11-20T23:10:43.631599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-11-20T23:10:43.642958] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NFG'.
[2025-11-20T23:10:43.643313] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-11-20T23:10:43.644176] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-11-20T23:10:43.644248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:43.644308] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:43.644351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:43.644435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:43.712469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:43.713199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:43.713299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:43.713346] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:43.818463] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:43.818688] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:43.818775] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:43.818855] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:43.822429] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=26.91%)
[2025-11-20T23:10:43.822773] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-11-20T23:10:43.823094] [INFO ] [sig       ] NFG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:43.965595] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NFG.txt
[2025-11-20T23:10:43.965871] [INFO ] [sig       ] [617/1341] Completed NFG in 0.3s | 2.69 sym/s | Total: 3.8m | ETA: 4.5m
[2025-11-20T23:10:43.965980] [INFO ] [sig       ] [618/1341] Forecasting NFJ...
[2025-11-20T23:10:43.966123] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-11-20T23:10:43.966191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-11-20T23:10:43.986949] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NFJ'.
[2025-11-20T23:10:43.987718] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-11-20T23:10:43.988734] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-11-20T23:10:43.988816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:43.988865] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:43.988908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:43.988986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:44.065068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:44.066060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:44.066164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:44.066213] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:44.181311] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:44.181531] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:44.181582] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:44.181615] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:44.185106] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: DOWN (p=4.07%)
[2025-11-20T23:10:44.185404] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-11-20T23:10:44.185549] [INFO ] [sig       ] NFJ: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:44.328886] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NFJ.txt
[2025-11-20T23:10:44.329090] [INFO ] [sig       ] [618/1341] Completed NFJ in 0.4s | 2.69 sym/s | Total: 3.8m | ETA: 4.5m
[2025-11-20T23:10:44.329146] [INFO ] [sig       ] [619/1341] Forecasting NGG...
[2025-11-20T23:10:44.329189] [INFO ] [sig       ] Generating forecast for: NGG
[2025-11-20T23:10:44.329231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-11-20T23:10:44.341389] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NGG'.
[2025-11-20T23:10:44.341799] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-11-20T23:10:44.342624] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-11-20T23:10:44.342721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:44.342779] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:44.342821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:44.342900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:44.409424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:44.410068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:44.410162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:44.410221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:44.523234] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:44.523406] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:44.523450] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:44.523483] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:44.526892] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=89.09%)
[2025-11-20T23:10:44.527184] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-11-20T23:10:44.527327] [INFO ] [sig       ] NGG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:44.666666] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NGG.txt
[2025-11-20T23:10:44.666821] [INFO ] [sig       ] [619/1341] Completed NGG in 0.3s | 2.69 sym/s | Total: 3.8m | ETA: 4.5m
[2025-11-20T23:10:44.666888] [INFO ] [sig       ] [620/1341] Forecasting NGL...
[2025-11-20T23:10:44.666956] [INFO ] [sig       ] Generating forecast for: NGL
[2025-11-20T23:10:44.666997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-11-20T23:10:44.679147] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NGL'.
[2025-11-20T23:10:44.679779] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-11-20T23:10:44.680754] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-11-20T23:10:44.680828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:44.680877] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:44.680927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:44.680998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:44.752867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:44.753916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:44.754030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:44.754080] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:44.865568] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:44.865847] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:44.865917] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:44.865966] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:44.869705] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=30.48%)
[2025-11-20T23:10:44.870056] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-11-20T23:10:44.870238] [INFO ] [sig       ] NGL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:45.011418] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NGL.txt
[2025-11-20T23:10:45.011608] [INFO ] [sig       ] [620/1341] Completed NGL in 0.3s | 2.69 sym/s | Total: 3.8m | ETA: 4.5m
[2025-11-20T23:10:45.011686] [INFO ] [sig       ] [621/1341] Forecasting NGS...
[2025-11-20T23:10:45.011732] [INFO ] [sig       ] Generating forecast for: NGS
[2025-11-20T23:10:45.011814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-11-20T23:10:45.024373] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NGS'.
[2025-11-20T23:10:45.024871] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-11-20T23:10:45.025698] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-11-20T23:10:45.025769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:45.025815] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:45.025856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:45.025925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:45.093867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:45.094775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:45.094892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:45.094954] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:45.201663] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:45.201897] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:45.201948] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:45.201981] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:45.205546] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: DOWN (p=11.63%)
[2025-11-20T23:10:45.205869] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-11-20T23:10:45.206025] [INFO ] [sig       ] NGS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:45.348103] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NGS.txt
[2025-11-20T23:10:45.348421] [INFO ] [sig       ] [621/1341] Completed NGS in 0.3s | 2.69 sym/s | Total: 3.8m | ETA: 4.5m
[2025-11-20T23:10:45.348488] [INFO ] [sig       ] [622/1341] Forecasting NGVC...
[2025-11-20T23:10:45.348536] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-11-20T23:10:45.348581] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-11-20T23:10:45.362490] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NGVC'.
[2025-11-20T23:10:45.363098] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-11-20T23:10:45.364080] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-11-20T23:10:45.364153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:45.364203] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:45.364247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:45.364322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:45.438220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:45.439561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:45.439724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:45.439784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:45.552487] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:45.552733] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:45.552815] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:45.552861] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:45.556764] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: UP (p=78.08%)
[2025-11-20T23:10:45.557111] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-11-20T23:10:45.557288] [INFO ] [sig       ] NGVC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:45.699071] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NGVC.txt
[2025-11-20T23:10:45.699275] [INFO ] [sig       ] [622/1341] Completed NGVC in 0.4s | 2.69 sym/s | Total: 3.8m | ETA: 4.4m
[2025-11-20T23:10:45.699333] [INFO ] [sig       ] [623/1341] Forecasting NGVT...
[2025-11-20T23:10:45.699398] [INFO ] [sig       ] Generating forecast for: NGVT
[2025-11-20T23:10:45.699446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVT' from 'https://tdm.silogroup.org/data/derivative_storage/NGVT.csv'.
[2025-11-20T23:10:45.711859] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NGVT'.
[2025-11-20T23:10:45.712226] [INFO ] [FORECASTER] Starting predict_future for NGVT
[2025-11-20T23:10:45.713125] [DEBUG] [LOCAL     ] No optimal features file found for NGVT: ./output/feature-sets/NGVT.txt
[2025-11-20T23:10:45.713212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:45.713261] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:45.713305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:45.713374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:45.781541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:45.782445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:45.782551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:45.782600] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:45.890987] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:45.891195] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:45.891242] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:45.891275] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:45.894904] [DEBUG] [FORECASTER] NGVT: Forecast T+1@11:T+2@11: UP (p=52.92%)
[2025-11-20T23:10:45.895213] [INFO ] [FORECASTER] Completed predict_future for NGVT
[2025-11-20T23:10:45.895372] [INFO ] [sig       ] NGVT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:46.035388] [INFO ] [LOCAL     ] Saved forecast: NGVT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NGVT.txt
[2025-11-20T23:10:46.035579] [INFO ] [sig       ] [623/1341] Completed NGVT in 0.3s | 2.69 sym/s | Total: 3.9m | ETA: 4.4m
[2025-11-20T23:10:46.035635] [INFO ] [sig       ] [624/1341] Forecasting NHI...
[2025-11-20T23:10:46.035727] [INFO ] [sig       ] Generating forecast for: NHI
[2025-11-20T23:10:46.035770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-11-20T23:10:46.047414] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NHI'.
[2025-11-20T23:10:46.047844] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-11-20T23:10:46.048720] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-11-20T23:10:46.048789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:46.048840] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:46.048879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:46.048944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:46.115080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:46.115727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:46.115823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:46.115870] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:46.223185] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:46.223439] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:46.223503] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:46.223552] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:46.227923] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=29.07%)
[2025-11-20T23:10:46.228410] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-11-20T23:10:46.228699] [INFO ] [sig       ] NHI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:46.372725] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NHI.txt
[2025-11-20T23:10:46.372922] [INFO ] [sig       ] [624/1341] Completed NHI in 0.3s | 2.69 sym/s | Total: 3.9m | ETA: 4.4m
[2025-11-20T23:10:46.372982] [INFO ] [sig       ] [625/1341] Forecasting NI...
[2025-11-20T23:10:46.373051] [INFO ] [sig       ] Generating forecast for: NI
[2025-11-20T23:10:46.373096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-11-20T23:10:46.386772] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NI'.
[2025-11-20T23:10:46.387204] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-11-20T23:10:46.388118] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-11-20T23:10:46.388191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:46.388240] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:46.388282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:46.388352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:46.457684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:46.458445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:46.458567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:46.458666] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:46.570408] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:46.570659] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:46.570722] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:46.570764] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:46.574544] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=39.12%)
[2025-11-20T23:10:46.574886] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-11-20T23:10:46.575051] [INFO ] [sig       ] NI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:46.722120] [INFO ] [LOCAL     ] Saved forecast: NI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NI.txt
[2025-11-20T23:10:46.722353] [INFO ] [sig       ] [625/1341] Completed NI in 0.3s | 2.69 sym/s | Total: 3.9m | ETA: 4.4m
[2025-11-20T23:10:46.722425] [INFO ] [sig       ] [626/1341] Forecasting NIC...
[2025-11-20T23:10:46.722502] [INFO ] [sig       ] Generating forecast for: NIC
[2025-11-20T23:10:46.722551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-11-20T23:10:46.734982] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NIC'.
[2025-11-20T23:10:46.735379] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-11-20T23:10:46.736249] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-11-20T23:10:46.736321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:46.736368] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:46.736409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:46.736479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:46.804506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:46.805365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:46.805469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:46.805517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:46.912593] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:46.912809] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:46.912856] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:46.912890] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:46.917112] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: DOWN (p=4.81%)
[2025-11-20T23:10:46.917421] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-11-20T23:10:46.917574] [INFO ] [sig       ] NIC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:47.058429] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NIC.txt
[2025-11-20T23:10:47.058612] [INFO ] [sig       ] [626/1341] Completed NIC in 0.3s | 2.69 sym/s | Total: 3.9m | ETA: 4.4m
[2025-11-20T23:10:47.058724] [INFO ] [sig       ] [627/1341] Forecasting NIE...
[2025-11-20T23:10:47.058763] [INFO ] [sig       ] Generating forecast for: NIE
[2025-11-20T23:10:47.058802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-11-20T23:10:47.071019] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NIE'.
[2025-11-20T23:10:47.071529] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-11-20T23:10:47.072414] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-11-20T23:10:47.072490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:47.072539] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:47.072580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:47.072693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:47.140164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:47.141205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:47.141326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:47.141377] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:47.255437] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:47.255679] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:47.255737] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:47.255771] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:47.259377] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: UP (p=83.63%)
[2025-11-20T23:10:47.259696] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-11-20T23:10:47.259870] [INFO ] [sig       ] NIE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:47.403940] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NIE.txt
[2025-11-20T23:10:47.404148] [INFO ] [sig       ] [627/1341] Completed NIE in 0.3s | 2.70 sym/s | Total: 3.9m | ETA: 4.4m
[2025-11-20T23:10:47.404235] [INFO ] [sig       ] [628/1341] Forecasting NIM...
[2025-11-20T23:10:47.404368] [INFO ] [sig       ] Generating forecast for: NIM
[2025-11-20T23:10:47.404415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-11-20T23:10:47.415844] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NIM'.
[2025-11-20T23:10:47.416167] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-11-20T23:10:47.417011] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-11-20T23:10:47.417081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:47.417128] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:47.417167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:47.417236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:47.485442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:47.486367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:47.486476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:47.486523] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:47.590151] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:47.590373] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:47.590422] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:47.590455] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:47.594212] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: DOWN (p=36.57%)
[2025-11-20T23:10:47.594532] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-11-20T23:10:47.594741] [INFO ] [sig       ] NIM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:47.738619] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NIM.txt
[2025-11-20T23:10:47.738843] [INFO ] [sig       ] [628/1341] Completed NIM in 0.3s | 2.70 sym/s | Total: 3.9m | ETA: 4.4m
[2025-11-20T23:10:47.738933] [INFO ] [sig       ] [629/1341] Forecasting NINE...
[2025-11-20T23:10:47.738982] [INFO ] [sig       ] Generating forecast for: NINE
[2025-11-20T23:10:47.739022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NINE' from 'https://tdm.silogroup.org/data/derivative_storage/NINE.csv'.
[2025-11-20T23:10:47.751471] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NINE'.
[2025-11-20T23:10:47.751921] [INFO ] [FORECASTER] Starting predict_future for NINE
[2025-11-20T23:10:47.752809] [DEBUG] [LOCAL     ] No optimal features file found for NINE: ./output/feature-sets/NINE.txt
[2025-11-20T23:10:47.752893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:47.752968] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:47.753007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:47.753076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:47.821873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:47.822690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:47.822795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:47.822851] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:47.929866] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:47.930070] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:47.930117] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:47.930149] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:47.933686] [DEBUG] [FORECASTER] NINE: Forecast T+1@11:T+2@11: DOWN (p=16.27%)
[2025-11-20T23:10:47.933994] [INFO ] [FORECASTER] Completed predict_future for NINE
[2025-11-20T23:10:47.934140] [INFO ] [sig       ] NINE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:48.074765] [INFO ] [LOCAL     ] Saved forecast: NINE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NINE.txt
[2025-11-20T23:10:48.074953] [INFO ] [sig       ] [629/1341] Completed NINE in 0.3s | 2.70 sym/s | Total: 3.9m | ETA: 4.4m
[2025-11-20T23:10:48.075007] [INFO ] [sig       ] [630/1341] Forecasting NIO...
[2025-11-20T23:10:48.075088] [INFO ] [sig       ] Generating forecast for: NIO
[2025-11-20T23:10:48.075142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-11-20T23:10:48.087594] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NIO'.
[2025-11-20T23:10:48.088085] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-11-20T23:10:48.088933] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-11-20T23:10:48.089003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:48.089049] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:48.089089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:48.089161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:48.157349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:48.158358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:48.158468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:48.158516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:48.262944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:48.263173] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:48.263221] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:48.263278] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:48.266976] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: UP (p=88.49%)
[2025-11-20T23:10:48.267273] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-11-20T23:10:48.267422] [INFO ] [sig       ] NIO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:48.410334] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NIO.txt
[2025-11-20T23:10:48.410555] [INFO ] [sig       ] [630/1341] Completed NIO in 0.3s | 2.70 sym/s | Total: 3.9m | ETA: 4.4m
[2025-11-20T23:10:48.410660] [INFO ] [sig       ] [631/1341] Forecasting NJR...
[2025-11-20T23:10:48.410706] [INFO ] [sig       ] Generating forecast for: NJR
[2025-11-20T23:10:48.410749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NJR' from 'https://tdm.silogroup.org/data/derivative_storage/NJR.csv'.
[2025-11-20T23:10:48.422910] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NJR'.
[2025-11-20T23:10:48.423381] [INFO ] [FORECASTER] Starting predict_future for NJR
[2025-11-20T23:10:48.424257] [DEBUG] [LOCAL     ] No optimal features file found for NJR: ./output/feature-sets/NJR.txt
[2025-11-20T23:10:48.424327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:48.424384] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:48.424458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:48.424534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:48.492500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:48.493534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:48.493668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:48.493717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:48.597407] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:48.597628] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:48.597701] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:48.597753] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:48.601289] [DEBUG] [FORECASTER] NJR: Forecast T+1@11:T+2@11: DOWN (p=25.79%)
[2025-11-20T23:10:48.601612] [INFO ] [FORECASTER] Completed predict_future for NJR
[2025-11-20T23:10:48.601798] [INFO ] [sig       ] NJR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:48.743521] [INFO ] [LOCAL     ] Saved forecast: NJR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NJR.txt
[2025-11-20T23:10:48.743776] [INFO ] [sig       ] [631/1341] Completed NJR in 0.3s | 2.70 sym/s | Total: 3.9m | ETA: 4.4m
[2025-11-20T23:10:48.743834] [INFO ] [sig       ] [632/1341] Forecasting NKX...
[2025-11-20T23:10:48.743876] [INFO ] [sig       ] Generating forecast for: NKX
[2025-11-20T23:10:48.743916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-11-20T23:10:48.755691] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NKX'.
[2025-11-20T23:10:48.756051] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-11-20T23:10:48.756911] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-11-20T23:10:48.756996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:48.757060] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:48.757113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:48.757191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:48.827204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:48.828287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:48.828436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:48.828529] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:48.959883] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:48.960114] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:48.960166] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:48.960203] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:48.964309] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=53.72%)
[2025-11-20T23:10:48.964876] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-11-20T23:10:48.965112] [INFO ] [sig       ] NKX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:49.109958] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NKX.txt
[2025-11-20T23:10:49.110213] [INFO ] [sig       ] [632/1341] Completed NKX in 0.4s | 2.70 sym/s | Total: 3.9m | ETA: 4.4m
[2025-11-20T23:10:49.110288] [INFO ] [sig       ] [633/1341] Forecasting NLOP...
[2025-11-20T23:10:49.110348] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-11-20T23:10:49.110405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-11-20T23:10:49.122456] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NLOP'.
[2025-11-20T23:10:49.122987] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-11-20T23:10:49.123884] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-11-20T23:10:49.123973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:49.124037] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:49.124095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:49.124196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:49.192727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:49.193707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:49.193829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:49.193894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:49.318403] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:49.318618] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:49.318694] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:49.318752] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:49.322808] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: UP (p=69.69%)
[2025-11-20T23:10:49.323147] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-11-20T23:10:49.323312] [INFO ] [sig       ] NLOP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:49.466047] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NLOP.txt
[2025-11-20T23:10:49.466240] [INFO ] [sig       ] [633/1341] Completed NLOP in 0.4s | 2.70 sym/s | Total: 3.9m | ETA: 4.4m
[2025-11-20T23:10:49.466295] [INFO ] [sig       ] [634/1341] Forecasting NLY...
[2025-11-20T23:10:49.466368] [INFO ] [sig       ] Generating forecast for: NLY
[2025-11-20T23:10:49.466414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-11-20T23:10:49.481678] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NLY'.
[2025-11-20T23:10:49.482106] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-11-20T23:10:49.482976] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-11-20T23:10:49.483047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:49.483105] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:49.483173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:49.483247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:49.550052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:49.550706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:49.550799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:49.550856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:49.654388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:49.654529] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:49.654571] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:49.654603] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:49.657867] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: DOWN (p=26.45%)
[2025-11-20T23:10:49.658178] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-11-20T23:10:49.658322] [INFO ] [sig       ] NLY: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:49.803942] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NLY.txt
[2025-11-20T23:10:49.804105] [INFO ] [sig       ] [634/1341] Completed NLY in 0.3s | 2.70 sym/s | Total: 3.9m | ETA: 4.4m
[2025-11-20T23:10:49.804159] [INFO ] [sig       ] [635/1341] Forecasting NMAI...
[2025-11-20T23:10:49.804201] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-11-20T23:10:49.804270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-11-20T23:10:49.821607] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NMAI'.
[2025-11-20T23:10:49.822311] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-11-20T23:10:49.823543] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-11-20T23:10:49.823632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:49.823737] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:49.823806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:49.823918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:49.899967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:49.901018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:49.901128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:49.901191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:50.010373] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:50.010612] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:50.010683] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:50.010729] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:50.014402] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-11-20T23:10:50.014814] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-11-20T23:10:50.014978] [INFO ] [sig       ] NMAI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:50.158151] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NMAI.txt
[2025-11-20T23:10:50.158382] [INFO ] [sig       ] [635/1341] Completed NMAI in 0.4s | 2.70 sym/s | Total: 3.9m | ETA: 4.4m
[2025-11-20T23:10:50.158441] [INFO ] [sig       ] [636/1341] Forecasting NMCO...
[2025-11-20T23:10:50.158575] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-11-20T23:10:50.158621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-11-20T23:10:50.170758] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NMCO'.
[2025-11-20T23:10:50.171243] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-11-20T23:10:50.172099] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-11-20T23:10:50.172171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:50.172230] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:50.172275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:50.172381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:50.240290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:50.241203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:50.241312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:50.241371] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:50.348405] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:50.348667] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:50.348748] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:50.348793] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:50.352321] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-11-20T23:10:50.352668] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-11-20T23:10:50.352837] [INFO ] [sig       ] NMCO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:50.496612] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NMCO.txt
[2025-11-20T23:10:50.496915] [INFO ] [sig       ] [636/1341] Completed NMCO in 0.3s | 2.70 sym/s | Total: 3.9m | ETA: 4.4m
[2025-11-20T23:10:50.497003] [INFO ] [sig       ] [637/1341] Forecasting NMG...
[2025-11-20T23:10:50.497054] [INFO ] [sig       ] Generating forecast for: NMG
[2025-11-20T23:10:50.497108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-11-20T23:10:50.509250] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NMG'.
[2025-11-20T23:10:50.509626] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-11-20T23:10:50.510450] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-11-20T23:10:50.510524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:50.510569] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:50.510630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:50.510729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:50.578926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:50.579859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:50.579968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:50.580029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:50.683427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:50.683676] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:50.683731] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:50.683765] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:50.687409] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-11-20T23:10:50.687760] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-11-20T23:10:50.687913] [INFO ] [sig       ] NMG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:50.836428] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NMG.txt
[2025-11-20T23:10:50.836607] [INFO ] [sig       ] [637/1341] Completed NMG in 0.3s | 2.70 sym/s | Total: 3.9m | ETA: 4.3m
[2025-11-20T23:10:50.836747] [INFO ] [sig       ] [638/1341] Forecasting NMI...
[2025-11-20T23:10:50.836813] [INFO ] [sig       ] Generating forecast for: NMI
[2025-11-20T23:10:50.836910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-11-20T23:10:50.847867] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NMI'.
[2025-11-20T23:10:50.848217] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-11-20T23:10:50.849121] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-11-20T23:10:50.849194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:50.849240] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:50.849281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:50.849351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:50.919245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:50.919995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:50.920095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:50.920144] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:51.019606] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:51.019842] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:51.019890] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:51.019924] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:51.023502] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: DOWN (p=19.05%)
[2025-11-20T23:10:51.023927] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-11-20T23:10:51.024087] [INFO ] [sig       ] NMI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:51.166445] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NMI.txt
[2025-11-20T23:10:51.166609] [INFO ] [sig       ] [638/1341] Completed NMI in 0.3s | 2.70 sym/s | Total: 3.9m | ETA: 4.3m
[2025-11-20T23:10:51.166684] [INFO ] [sig       ] [639/1341] Forecasting NMM...
[2025-11-20T23:10:51.166730] [INFO ] [sig       ] Generating forecast for: NMM
[2025-11-20T23:10:51.166799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-11-20T23:10:51.178956] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NMM'.
[2025-11-20T23:10:51.179347] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-11-20T23:10:51.180228] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-11-20T23:10:51.180297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:51.180355] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:51.180398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:51.180483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:51.247600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:51.248301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:51.248416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:51.248467] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:51.349284] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:51.349467] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:51.349513] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:51.349547] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:51.352905] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-11-20T23:10:51.353202] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-11-20T23:10:51.353347] [INFO ] [sig       ] NMM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:51.495088] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NMM.txt
[2025-11-20T23:10:51.495236] [INFO ] [sig       ] [639/1341] Completed NMM in 0.3s | 2.70 sym/s | Total: 3.9m | ETA: 4.3m
[2025-11-20T23:10:51.495310] [INFO ] [sig       ] [640/1341] Forecasting NMR...
[2025-11-20T23:10:51.495363] [INFO ] [sig       ] Generating forecast for: NMR
[2025-11-20T23:10:51.495426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMR' from 'https://tdm.silogroup.org/data/derivative_storage/NMR.csv'.
[2025-11-20T23:10:51.507150] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NMR'.
[2025-11-20T23:10:51.507486] [INFO ] [FORECASTER] Starting predict_future for NMR
[2025-11-20T23:10:51.508307] [DEBUG] [LOCAL     ] No optimal features file found for NMR: ./output/feature-sets/NMR.txt
[2025-11-20T23:10:51.508376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:51.508421] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:51.508461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:51.508529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:51.575295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:51.575941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:51.576041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:51.576088] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:51.691334] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:51.691528] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:51.691575] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:51.691608] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:51.695117] [DEBUG] [FORECASTER] NMR: Forecast T+1@11:T+2@11: DOWN (p=35.08%)
[2025-11-20T23:10:51.695415] [INFO ] [FORECASTER] Completed predict_future for NMR
[2025-11-20T23:10:51.695578] [INFO ] [sig       ] NMR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:51.846462] [INFO ] [LOCAL     ] Saved forecast: NMR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NMR.txt
[2025-11-20T23:10:51.846670] [INFO ] [sig       ] [640/1341] Completed NMR in 0.4s | 2.70 sym/s | Total: 4.0m | ETA: 4.3m
[2025-11-20T23:10:51.846728] [INFO ] [sig       ] [641/1341] Forecasting NMS...
[2025-11-20T23:10:51.846771] [INFO ] [sig       ] Generating forecast for: NMS
[2025-11-20T23:10:51.846812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMS' from 'https://tdm.silogroup.org/data/derivative_storage/NMS.csv'.
[2025-11-20T23:10:51.857857] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NMS'.
[2025-11-20T23:10:51.858159] [INFO ] [FORECASTER] Starting predict_future for NMS
[2025-11-20T23:10:51.858985] [DEBUG] [LOCAL     ] No optimal features file found for NMS: ./output/feature-sets/NMS.txt
[2025-11-20T23:10:51.859058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:51.859108] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:51.859151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:51.859222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:51.928123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:51.928794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:51.928889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:51.928938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:52.052115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:52.052302] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:52.052348] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:52.052381] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:52.055824] [DEBUG] [FORECASTER] NMS: Forecast T+1@11:T+2@11: DOWN (p=8.77%)
[2025-11-20T23:10:52.056142] [INFO ] [FORECASTER] Completed predict_future for NMS
[2025-11-20T23:10:52.056286] [INFO ] [sig       ] NMS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:52.199690] [INFO ] [LOCAL     ] Saved forecast: NMS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NMS.txt
[2025-11-20T23:10:52.199831] [INFO ] [sig       ] [641/1341] Completed NMS in 0.4s | 2.70 sym/s | Total: 4.0m | ETA: 4.3m
[2025-11-20T23:10:52.199886] [INFO ] [sig       ] [642/1341] Forecasting NMT...
[2025-11-20T23:10:52.199929] [INFO ] [sig       ] Generating forecast for: NMT
[2025-11-20T23:10:52.199972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMT' from 'https://tdm.silogroup.org/data/derivative_storage/NMT.csv'.
[2025-11-20T23:10:52.211275] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NMT'.
[2025-11-20T23:10:52.211598] [INFO ] [FORECASTER] Starting predict_future for NMT
[2025-11-20T23:10:52.212409] [DEBUG] [LOCAL     ] No optimal features file found for NMT: ./output/feature-sets/NMT.txt
[2025-11-20T23:10:52.212481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:52.212527] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:52.212568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:52.212658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:52.278808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:52.279449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:52.279551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:52.279598] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:52.391954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:52.392087] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:52.392129] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:52.392161] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:52.395362] [DEBUG] [FORECASTER] NMT: Forecast T+1@11:T+2@11: DOWN (p=13.94%)
[2025-11-20T23:10:52.395693] [INFO ] [FORECASTER] Completed predict_future for NMT
[2025-11-20T23:10:52.395850] [INFO ] [sig       ] NMT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:52.544434] [INFO ] [LOCAL     ] Saved forecast: NMT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NMT.txt
[2025-11-20T23:10:52.544579] [INFO ] [sig       ] [642/1341] Completed NMT in 0.3s | 2.70 sym/s | Total: 4.0m | ETA: 4.3m
[2025-11-20T23:10:52.544634] [INFO ] [sig       ] [643/1341] Forecasting NMZ...
[2025-11-20T23:10:52.544752] [INFO ] [sig       ] Generating forecast for: NMZ
[2025-11-20T23:10:52.544796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMZ' from 'https://tdm.silogroup.org/data/derivative_storage/NMZ.csv'.
[2025-11-20T23:10:52.556240] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NMZ'.
[2025-11-20T23:10:52.556565] [INFO ] [FORECASTER] Starting predict_future for NMZ
[2025-11-20T23:10:52.557406] [DEBUG] [LOCAL     ] No optimal features file found for NMZ: ./output/feature-sets/NMZ.txt
[2025-11-20T23:10:52.557478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:52.557525] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:52.557567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:52.557687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:52.626536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:52.627230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:52.627329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:52.627378] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:52.746721] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:52.746992] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:52.747043] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:52.747076] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:52.750589] [DEBUG] [FORECASTER] NMZ: Forecast T+1@11:T+2@11: UP (p=83.57%)
[2025-11-20T23:10:52.750904] [INFO ] [FORECASTER] Completed predict_future for NMZ
[2025-11-20T23:10:52.751066] [INFO ] [sig       ] NMZ: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:52.892070] [INFO ] [LOCAL     ] Saved forecast: NMZ	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NMZ.txt
[2025-11-20T23:10:52.892217] [INFO ] [sig       ] [643/1341] Completed NMZ in 0.3s | 2.70 sym/s | Total: 4.0m | ETA: 4.3m
[2025-11-20T23:10:52.892271] [INFO ] [sig       ] [644/1341] Forecasting NNI...
[2025-11-20T23:10:52.892316] [INFO ] [sig       ] Generating forecast for: NNI
[2025-11-20T23:10:52.892358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-11-20T23:10:52.903774] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NNI'.
[2025-11-20T23:10:52.904076] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-11-20T23:10:52.904917] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-11-20T23:10:52.904990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:52.905042] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:52.905084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:52.905156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:52.971707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:52.972317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:52.972413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:52.972459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:53.079620] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:53.079800] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:53.079844] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:53.079878] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:53.083237] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=14.70%)
[2025-11-20T23:10:53.083532] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-11-20T23:10:53.083697] [INFO ] [sig       ] NNI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:53.231508] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NNI.txt
[2025-11-20T23:10:53.231667] [INFO ] [sig       ] [644/1341] Completed NNI in 0.3s | 2.70 sym/s | Total: 4.0m | ETA: 4.3m
[2025-11-20T23:10:53.231724] [INFO ] [sig       ] [645/1341] Forecasting NNN...
[2025-11-20T23:10:53.231766] [INFO ] [sig       ] Generating forecast for: NNN
[2025-11-20T23:10:53.231806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-11-20T23:10:53.243158] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NNN'.
[2025-11-20T23:10:53.243439] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-11-20T23:10:53.244251] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-11-20T23:10:53.244322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:53.244368] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:53.244407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:53.244475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:53.312164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:53.312857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:53.312955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:53.312999] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:53.420957] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:53.421098] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:53.421141] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:53.421175] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:53.424429] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=92.67%)
[2025-11-20T23:10:53.424750] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-11-20T23:10:53.425049] [INFO ] [sig       ] NNN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:53.568824] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NNN.txt
[2025-11-20T23:10:53.568965] [INFO ] [sig       ] [645/1341] Completed NNN in 0.3s | 2.70 sym/s | Total: 4.0m | ETA: 4.3m
[2025-11-20T23:10:53.569021] [INFO ] [sig       ] [646/1341] Forecasting NNY...
[2025-11-20T23:10:53.569066] [INFO ] [sig       ] Generating forecast for: NNY
[2025-11-20T23:10:53.569126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-11-20T23:10:53.580937] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NNY'.
[2025-11-20T23:10:53.581243] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-11-20T23:10:53.582091] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-11-20T23:10:53.582160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:53.582205] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:53.582255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:53.582335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:53.650029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:53.650693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:53.650789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:53.650834] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:53.746399] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:53.746610] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:53.746676] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:53.746720] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:53.750317] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: UP (p=75.98%)
[2025-11-20T23:10:53.750631] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-11-20T23:10:53.750825] [INFO ] [sig       ] NNY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:53.892927] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NNY.txt
[2025-11-20T23:10:53.893111] [INFO ] [sig       ] [646/1341] Completed NNY in 0.3s | 2.70 sym/s | Total: 4.0m | ETA: 4.3m
[2025-11-20T23:10:53.893175] [INFO ] [sig       ] [647/1341] Forecasting NOA...
[2025-11-20T23:10:53.893220] [INFO ] [sig       ] Generating forecast for: NOA
[2025-11-20T23:10:53.893259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-11-20T23:10:53.908065] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NOA'.
[2025-11-20T23:10:53.908415] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-11-20T23:10:53.909270] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-11-20T23:10:53.909341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:53.909400] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:53.909443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:53.909512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:53.976807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:53.977450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:53.977548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:53.977595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:54.077409] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:54.077570] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:54.077614] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:54.077665] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:54.081049] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: DOWN (p=38.99%)
[2025-11-20T23:10:54.081350] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-11-20T23:10:54.081497] [INFO ] [sig       ] NOA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:54.222567] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NOA.txt
[2025-11-20T23:10:54.222726] [INFO ] [sig       ] [647/1341] Completed NOA in 0.3s | 2.70 sym/s | Total: 4.0m | ETA: 4.3m
[2025-11-20T23:10:54.222783] [INFO ] [sig       ] [648/1341] Forecasting NOAH...
[2025-11-20T23:10:54.222827] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-11-20T23:10:54.222890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-11-20T23:10:54.234057] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NOAH'.
[2025-11-20T23:10:54.234406] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-11-20T23:10:54.235213] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-11-20T23:10:54.235284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:54.235329] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:54.235370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:54.235442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:54.302902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:54.303807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:54.303909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:54.303952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:54.432001] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:54.432226] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:54.432279] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:54.432316] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:54.436487] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=3.98%)
[2025-11-20T23:10:54.436854] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-11-20T23:10:54.437107] [INFO ] [sig       ] NOAH: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:54.579207] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NOAH.txt
[2025-11-20T23:10:54.579362] [INFO ] [sig       ] [648/1341] Completed NOAH in 0.4s | 2.70 sym/s | Total: 4.0m | ETA: 4.3m
[2025-11-20T23:10:54.579425] [INFO ] [sig       ] [649/1341] Forecasting NOC...
[2025-11-20T23:10:54.579468] [INFO ] [sig       ] Generating forecast for: NOC
[2025-11-20T23:10:54.579512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOC' from 'https://tdm.silogroup.org/data/derivative_storage/NOC.csv'.
[2025-11-20T23:10:54.593325] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NOC'.
[2025-11-20T23:10:54.593968] [INFO ] [FORECASTER] Starting predict_future for NOC
[2025-11-20T23:10:54.594989] [DEBUG] [LOCAL     ] No optimal features file found for NOC: ./output/feature-sets/NOC.txt
[2025-11-20T23:10:54.595076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:54.595130] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:54.595171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:54.595243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:54.664154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:54.665363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:54.665490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:54.665541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:54.786234] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:54.786490] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:54.786544] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:54.786579] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:54.790711] [DEBUG] [FORECASTER] NOC: Forecast T+1@11:T+2@11: UP (p=77.04%)
[2025-11-20T23:10:54.791084] [INFO ] [FORECASTER] Completed predict_future for NOC
[2025-11-20T23:10:54.791313] [INFO ] [sig       ] NOC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:54.942220] [INFO ] [LOCAL     ] Saved forecast: NOC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NOC.txt
[2025-11-20T23:10:54.942558] [INFO ] [sig       ] [649/1341] Completed NOC in 0.4s | 2.70 sym/s | Total: 4.0m | ETA: 4.3m
[2025-11-20T23:10:54.942619] [INFO ] [sig       ] [650/1341] Forecasting NOG...
[2025-11-20T23:10:54.942688] [INFO ] [sig       ] Generating forecast for: NOG
[2025-11-20T23:10:54.942735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-11-20T23:10:54.957148] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NOG'.
[2025-11-20T23:10:54.957761] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-11-20T23:10:54.958728] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-11-20T23:10:54.958799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:54.958847] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:54.958887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:54.959030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:55.032288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:55.033472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:55.033633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:55.033718] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:55.158742] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:55.158986] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:55.159040] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:55.159076] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:55.163146] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=74.59%)
[2025-11-20T23:10:55.163483] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-11-20T23:10:55.163669] [INFO ] [sig       ] NOG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:55.314220] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NOG.txt
[2025-11-20T23:10:55.314453] [INFO ] [sig       ] [650/1341] Completed NOG in 0.4s | 2.70 sym/s | Total: 4.0m | ETA: 4.3m
[2025-11-20T23:10:55.314555] [INFO ] [sig       ] [651/1341] Forecasting NOK...
[2025-11-20T23:10:55.314658] [INFO ] [sig       ] Generating forecast for: NOK
[2025-11-20T23:10:55.314708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOK' from 'https://tdm.silogroup.org/data/derivative_storage/NOK.csv'.
[2025-11-20T23:10:55.327887] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NOK'.
[2025-11-20T23:10:55.328377] [INFO ] [FORECASTER] Starting predict_future for NOK
[2025-11-20T23:10:55.329275] [DEBUG] [LOCAL     ] No optimal features file found for NOK: ./output/feature-sets/NOK.txt
[2025-11-20T23:10:55.329348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:55.329396] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:55.329438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:55.329525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:55.399049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:55.400198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:55.400315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:55.400378] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:55.523899] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:55.524129] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:55.524181] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:55.524214] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:55.528153] [DEBUG] [FORECASTER] NOK: Forecast T+1@11:T+2@11: DOWN (p=9.11%)
[2025-11-20T23:10:55.528483] [INFO ] [FORECASTER] Completed predict_future for NOK
[2025-11-20T23:10:55.528639] [INFO ] [sig       ] NOK: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:55.678302] [INFO ] [LOCAL     ] Saved forecast: NOK	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NOK.txt
[2025-11-20T23:10:55.678562] [INFO ] [sig       ] [651/1341] Completed NOK in 0.4s | 2.70 sym/s | Total: 4.0m | ETA: 4.3m
[2025-11-20T23:10:55.678662] [INFO ] [sig       ] [652/1341] Forecasting NOMD...
[2025-11-20T23:10:55.678713] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-11-20T23:10:55.678805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-11-20T23:10:55.693423] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NOMD'.
[2025-11-20T23:10:55.693929] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-11-20T23:10:55.694848] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-11-20T23:10:55.694920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:55.694967] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:55.695025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:55.695113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:55.761679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:55.762498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:55.762600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:55.762677] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:55.883921] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:55.884136] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:55.884183] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:55.884216] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:55.887853] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=0.78%)
[2025-11-20T23:10:55.888151] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-11-20T23:10:55.888305] [INFO ] [sig       ] NOMD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:56.028280] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NOMD.txt
[2025-11-20T23:10:56.028460] [INFO ] [sig       ] [652/1341] Completed NOMD in 0.3s | 2.70 sym/s | Total: 4.0m | ETA: 4.2m
[2025-11-20T23:10:56.028516] [INFO ] [sig       ] [653/1341] Forecasting NOTE...
[2025-11-20T23:10:56.028559] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-11-20T23:10:56.028627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-11-20T23:10:56.040101] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NOTE'.
[2025-11-20T23:10:56.040378] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-11-20T23:10:56.041193] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-11-20T23:10:56.041263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:56.041310] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:56.041350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:56.041420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:56.110628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:56.111961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:56.112081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:56.112134] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:56.240572] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:56.240865] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:56.240924] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:56.240959] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:56.245146] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=42.69%)
[2025-11-20T23:10:56.245487] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-11-20T23:10:56.245692] [INFO ] [sig       ] NOTE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:56.394634] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NOTE.txt
[2025-11-20T23:10:56.394918] [INFO ] [sig       ] [653/1341] Completed NOTE in 0.4s | 2.70 sym/s | Total: 4.0m | ETA: 4.2m
[2025-11-20T23:10:56.395010] [INFO ] [sig       ] [654/1341] Forecasting NOV...
[2025-11-20T23:10:56.395070] [INFO ] [sig       ] Generating forecast for: NOV
[2025-11-20T23:10:56.395116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOV' from 'https://tdm.silogroup.org/data/derivative_storage/NOV.csv'.
[2025-11-20T23:10:56.409890] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NOV'.
[2025-11-20T23:10:56.410553] [INFO ] [FORECASTER] Starting predict_future for NOV
[2025-11-20T23:10:56.411682] [DEBUG] [LOCAL     ] No optimal features file found for NOV: ./output/feature-sets/NOV.txt
[2025-11-20T23:10:56.411756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:56.411806] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:56.411859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:56.411947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:56.480534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:56.481736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:56.481845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:56.481908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:56.592161] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:56.592421] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:56.592479] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:56.592532] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:56.596388] [DEBUG] [FORECASTER] NOV: Forecast T+1@11:T+2@11: UP (p=85.26%)
[2025-11-20T23:10:56.596747] [INFO ] [FORECASTER] Completed predict_future for NOV
[2025-11-20T23:10:56.596946] [INFO ] [sig       ] NOV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:56.736831] [INFO ] [LOCAL     ] Saved forecast: NOV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NOV.txt
[2025-11-20T23:10:56.737048] [INFO ] [sig       ] [654/1341] Completed NOV in 0.3s | 2.70 sym/s | Total: 4.0m | ETA: 4.2m
[2025-11-20T23:10:56.737108] [INFO ] [sig       ] [655/1341] Forecasting NOW...
[2025-11-20T23:10:56.737155] [INFO ] [sig       ] Generating forecast for: NOW
[2025-11-20T23:10:56.737225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOW' from 'https://tdm.silogroup.org/data/derivative_storage/NOW.csv'.
[2025-11-20T23:10:56.750879] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NOW'.
[2025-11-20T23:10:56.751275] [INFO ] [FORECASTER] Starting predict_future for NOW
[2025-11-20T23:10:56.752126] [DEBUG] [LOCAL     ] No optimal features file found for NOW: ./output/feature-sets/NOW.txt
[2025-11-20T23:10:56.752197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:56.752245] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:56.752290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:56.752359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:56.819233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:56.819967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:56.820069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:56.820118] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:56.950332] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:56.950558] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:56.950606] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:56.950659] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:56.954519] [DEBUG] [FORECASTER] NOW: Forecast T+1@11:T+2@11: DOWN (p=8.04%)
[2025-11-20T23:10:56.955197] [INFO ] [FORECASTER] Completed predict_future for NOW
[2025-11-20T23:10:56.955474] [INFO ] [sig       ] NOW: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:57.100088] [INFO ] [LOCAL     ] Saved forecast: NOW	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NOW.txt
[2025-11-20T23:10:57.100328] [INFO ] [sig       ] [655/1341] Completed NOW in 0.4s | 2.70 sym/s | Total: 4.0m | ETA: 4.2m
[2025-11-20T23:10:57.100411] [INFO ] [sig       ] [656/1341] Forecasting NPCT...
[2025-11-20T23:10:57.100468] [INFO ] [sig       ] Generating forecast for: NPCT
[2025-11-20T23:10:57.100518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCT' from 'https://tdm.silogroup.org/data/derivative_storage/NPCT.csv'.
[2025-11-20T23:10:57.114366] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NPCT'.
[2025-11-20T23:10:57.114958] [INFO ] [FORECASTER] Starting predict_future for NPCT
[2025-11-20T23:10:57.115891] [DEBUG] [LOCAL     ] No optimal features file found for NPCT: ./output/feature-sets/NPCT.txt
[2025-11-20T23:10:57.115964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:57.116013] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:57.116055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:57.116181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:57.184600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:57.185889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:57.185999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:57.186072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:57.296622] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:57.296894] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:57.296948] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:57.296981] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:57.300556] [DEBUG] [FORECASTER] NPCT: Forecast T+1@11:T+2@11: UP (p=96.30%)
[2025-11-20T23:10:57.300917] [INFO ] [FORECASTER] Completed predict_future for NPCT
[2025-11-20T23:10:57.301092] [INFO ] [sig       ] NPCT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:57.500632] [INFO ] [LOCAL     ] Saved forecast: NPCT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NPCT.txt
[2025-11-20T23:10:57.500843] [INFO ] [sig       ] [656/1341] Completed NPCT in 0.4s | 2.70 sym/s | Total: 4.0m | ETA: 4.2m
[2025-11-20T23:10:57.500900] [INFO ] [sig       ] [657/1341] Forecasting NPFD...
[2025-11-20T23:10:57.501008] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-11-20T23:10:57.501058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-11-20T23:10:57.512884] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NPFD'.
[2025-11-20T23:10:57.513341] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-11-20T23:10:57.514171] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-11-20T23:10:57.514242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:57.514299] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:57.514342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:57.514446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:57.583045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:57.584034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:57.584134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:57.584185] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:57.696753] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:57.696961] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:57.697010] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:57.697044] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:57.700671] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=85.29%)
[2025-11-20T23:10:57.700999] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-11-20T23:10:57.701184] [INFO ] [sig       ] NPFD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:57.845509] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NPFD.txt
[2025-11-20T23:10:57.845859] [INFO ] [sig       ] [657/1341] Completed NPFD in 0.3s | 2.70 sym/s | Total: 4.1m | ETA: 4.2m
[2025-11-20T23:10:57.845924] [INFO ] [sig       ] [658/1341] Forecasting NPK...
[2025-11-20T23:10:57.845973] [INFO ] [sig       ] Generating forecast for: NPK
[2025-11-20T23:10:57.846032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-11-20T23:10:57.859106] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NPK'.
[2025-11-20T23:10:57.859731] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-11-20T23:10:57.860749] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-11-20T23:10:57.860822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:57.860871] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:57.860916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:57.861008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:57.930110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:57.931335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:57.931461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:57.931511] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:58.060981] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:58.061250] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:58.061314] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:58.061360] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:58.065406] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=91.17%)
[2025-11-20T23:10:58.065819] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-11-20T23:10:58.066035] [INFO ] [sig       ] NPK: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:58.217137] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NPK.txt
[2025-11-20T23:10:58.217398] [INFO ] [sig       ] [658/1341] Completed NPK in 0.4s | 2.70 sym/s | Total: 4.1m | ETA: 4.2m
[2025-11-20T23:10:58.217494] [INFO ] [sig       ] [659/1341] Forecasting NPO...
[2025-11-20T23:10:58.217541] [INFO ] [sig       ] Generating forecast for: NPO
[2025-11-20T23:10:58.217585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-11-20T23:10:58.230450] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NPO'.
[2025-11-20T23:10:58.230931] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-11-20T23:10:58.231861] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-11-20T23:10:58.231932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:58.231980] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:58.232020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:58.232090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:58.302628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:58.303683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:58.303791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:58.303849] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:58.410574] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:58.410816] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:58.410894] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:58.410944] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:58.414633] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=60.10%)
[2025-11-20T23:10:58.414981] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-11-20T23:10:58.415172] [INFO ] [sig       ] NPO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:58.560814] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NPO.txt
[2025-11-20T23:10:58.560985] [INFO ] [sig       ] [659/1341] Completed NPO in 0.3s | 2.70 sym/s | Total: 4.1m | ETA: 4.2m
[2025-11-20T23:10:58.561040] [INFO ] [sig       ] [660/1341] Forecasting NPV...
[2025-11-20T23:10:58.561083] [INFO ] [sig       ] Generating forecast for: NPV
[2025-11-20T23:10:58.561154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPV' from 'https://tdm.silogroup.org/data/derivative_storage/NPV.csv'.
[2025-11-20T23:10:58.572587] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NPV'.
[2025-11-20T23:10:58.572922] [INFO ] [FORECASTER] Starting predict_future for NPV
[2025-11-20T23:10:58.573795] [DEBUG] [LOCAL     ] No optimal features file found for NPV: ./output/feature-sets/NPV.txt
[2025-11-20T23:10:58.573880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:58.573928] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:58.573992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:58.574068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:58.644867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:58.645694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:58.645794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:58.645854] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:58.751705] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:58.751947] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:58.751997] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:58.752032] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:58.755769] [DEBUG] [FORECASTER] NPV: Forecast T+1@11:T+2@11: UP (p=85.86%)
[2025-11-20T23:10:58.756091] [INFO ] [FORECASTER] Completed predict_future for NPV
[2025-11-20T23:10:58.756242] [INFO ] [sig       ] NPV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:58.903233] [INFO ] [LOCAL     ] Saved forecast: NPV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NPV.txt
[2025-11-20T23:10:58.903429] [INFO ] [sig       ] [660/1341] Completed NPV in 0.3s | 2.70 sym/s | Total: 4.1m | ETA: 4.2m
[2025-11-20T23:10:58.903485] [INFO ] [sig       ] [661/1341] Forecasting NPWR...
[2025-11-20T23:10:58.903556] [INFO ] [sig       ] Generating forecast for: NPWR
[2025-11-20T23:10:58.903604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPWR' from 'https://tdm.silogroup.org/data/derivative_storage/NPWR.csv'.
[2025-11-20T23:10:58.915879] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NPWR'.
[2025-11-20T23:10:58.916217] [INFO ] [FORECASTER] Starting predict_future for NPWR
[2025-11-20T23:10:58.917095] [DEBUG] [LOCAL     ] No optimal features file found for NPWR: ./output/feature-sets/NPWR.txt
[2025-11-20T23:10:58.917171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:58.917219] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:58.917260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:58.917344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:58.984421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:58.985077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:58.985194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:58.985242] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:59.092970] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:59.093199] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:59.093246] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:59.093279] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:59.096757] [DEBUG] [FORECASTER] NPWR: Forecast T+1@11:T+2@11: DOWN (p=48.61%)
[2025-11-20T23:10:59.097069] [INFO ] [FORECASTER] Completed predict_future for NPWR
[2025-11-20T23:10:59.097240] [INFO ] [sig       ] NPWR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:59.237102] [INFO ] [LOCAL     ] Saved forecast: NPWR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NPWR.txt
[2025-11-20T23:10:59.237251] [INFO ] [sig       ] [661/1341] Completed NPWR in 0.3s | 2.70 sym/s | Total: 4.1m | ETA: 4.2m
[2025-11-20T23:10:59.237304] [INFO ] [sig       ] [662/1341] Forecasting NQP...
[2025-11-20T23:10:59.237345] [INFO ] [sig       ] Generating forecast for: NQP
[2025-11-20T23:10:59.237416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-11-20T23:10:59.249984] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NQP'.
[2025-11-20T23:10:59.250519] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-11-20T23:10:59.251413] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-11-20T23:10:59.251487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:59.251534] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:59.251574] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:59.251683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:59.318479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:59.319466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:59.319568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:59.319617] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:59.426554] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:59.426788] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:59.426883] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:59.426932] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:59.430623] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: DOWN (p=26.04%)
[2025-11-20T23:10:59.430963] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-11-20T23:10:59.431130] [INFO ] [sig       ] NQP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:10:59.573145] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NQP.txt
[2025-11-20T23:10:59.573350] [INFO ] [sig       ] [662/1341] Completed NQP in 0.3s | 2.70 sym/s | Total: 4.1m | ETA: 4.2m
[2025-11-20T23:10:59.573436] [INFO ] [sig       ] [663/1341] Forecasting NRDY...
[2025-11-20T23:10:59.573489] [INFO ] [sig       ] Generating forecast for: NRDY
[2025-11-20T23:10:59.573530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDY' from 'https://tdm.silogroup.org/data/derivative_storage/NRDY.csv'.
[2025-11-20T23:10:59.586303] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NRDY'.
[2025-11-20T23:10:59.586688] [INFO ] [FORECASTER] Starting predict_future for NRDY
[2025-11-20T23:10:59.587527] [DEBUG] [LOCAL     ] No optimal features file found for NRDY: ./output/feature-sets/NRDY.txt
[2025-11-20T23:10:59.587600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:59.587680] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:59.587733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:59.587806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:10:59.660008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:10:59.661374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:10:59.661473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:10:59.661532] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:10:59.764680] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:10:59.764883] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:10:59.764929] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:10:59.764962] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:10:59.768458] [DEBUG] [FORECASTER] NRDY: Forecast T+1@11:T+2@11: UP (p=82.42%)
[2025-11-20T23:10:59.768774] [INFO ] [FORECASTER] Completed predict_future for NRDY
[2025-11-20T23:10:59.768928] [INFO ] [sig       ] NRDY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:10:59.916747] [INFO ] [LOCAL     ] Saved forecast: NRDY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NRDY.txt
[2025-11-20T23:10:59.917009] [INFO ] [sig       ] [663/1341] Completed NRDY in 0.3s | 2.70 sym/s | Total: 4.1m | ETA: 4.2m
[2025-11-20T23:10:59.917203] [INFO ] [sig       ] [664/1341] Forecasting NREF...
[2025-11-20T23:10:59.917282] [INFO ] [sig       ] Generating forecast for: NREF
[2025-11-20T23:10:59.917354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-11-20T23:10:59.931385] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NREF'.
[2025-11-20T23:10:59.931805] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-11-20T23:10:59.932726] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-11-20T23:10:59.932798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:10:59.932856] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:10:59.932900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:10:59.932982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:00.006514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:00.007454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:00.007554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:00.007614] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:00.118655] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:00.118808] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:00.118850] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:00.118883] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:00.122161] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=65.99%)
[2025-11-20T23:11:00.122461] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-11-20T23:11:00.122603] [INFO ] [sig       ] NREF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:00.265114] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NREF.txt
[2025-11-20T23:11:00.265304] [INFO ] [sig       ] [664/1341] Completed NREF in 0.3s | 2.70 sym/s | Total: 4.1m | ETA: 4.2m
[2025-11-20T23:11:00.265366] [INFO ] [sig       ] [665/1341] Forecasting NRGV...
[2025-11-20T23:11:00.265440] [INFO ] [sig       ] Generating forecast for: NRGV
[2025-11-20T23:11:00.265508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRGV' from 'https://tdm.silogroup.org/data/derivative_storage/NRGV.csv'.
[2025-11-20T23:11:00.277859] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NRGV'.
[2025-11-20T23:11:00.278289] [INFO ] [FORECASTER] Starting predict_future for NRGV
[2025-11-20T23:11:00.279155] [DEBUG] [LOCAL     ] No optimal features file found for NRGV: ./output/feature-sets/NRGV.txt
[2025-11-20T23:11:00.279242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:00.279311] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:00.279364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:00.279437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:00.347091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:00.347946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:00.348049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:00.348098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:01.216814] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:01.217122] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:01.217181] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:01.217217] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:01.223381] [DEBUG] [FORECASTER] NRGV: Forecast T+1@11:T+2@11: UP (p=86.69%)
[2025-11-20T23:11:01.224043] [INFO ] [FORECASTER] Completed predict_future for NRGV
[2025-11-20T23:11:01.224357] [INFO ] [sig       ] NRGV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:01.379530] [INFO ] [LOCAL     ] Saved forecast: NRGV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NRGV.txt
[2025-11-20T23:11:01.379791] [INFO ] [sig       ] [665/1341] Completed NRGV in 1.1s | 2.70 sym/s | Total: 4.1m | ETA: 4.2m
[2025-11-20T23:11:01.379849] [INFO ] [sig       ] [666/1341] Forecasting NRK...
[2025-11-20T23:11:01.379892] [INFO ] [sig       ] Generating forecast for: NRK
[2025-11-20T23:11:01.379936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-11-20T23:11:01.392197] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NRK'.
[2025-11-20T23:11:01.392776] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-11-20T23:11:01.393618] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-11-20T23:11:01.393706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:01.393753] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:01.393792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:01.393860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:01.466220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:01.467465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:01.467573] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:01.467621] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:01.673891] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:01.674135] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:01.674193] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:01.674230] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:01.678793] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=12.62%)
[2025-11-20T23:11:01.679271] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-11-20T23:11:01.679456] [INFO ] [sig       ] NRK: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:01.819735] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NRK.txt
[2025-11-20T23:11:01.819939] [INFO ] [sig       ] [666/1341] Completed NRK in 0.4s | 2.70 sym/s | Total: 4.1m | ETA: 4.2m
[2025-11-20T23:11:01.820018] [INFO ] [sig       ] [667/1341] Forecasting NRP...
[2025-11-20T23:11:01.820057] [INFO ] [sig       ] Generating forecast for: NRP
[2025-11-20T23:11:01.820092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-11-20T23:11:01.832635] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NRP'.
[2025-11-20T23:11:01.833210] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-11-20T23:11:01.834135] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-11-20T23:11:01.834210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:01.834259] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:01.834301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:01.834371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:01.905779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:01.906855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:01.906982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:01.907030] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:02.048067] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:02.048311] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:02.048388] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:02.048425] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:02.052309] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=26.64%)
[2025-11-20T23:11:02.052682] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-11-20T23:11:02.053060] [INFO ] [sig       ] NRP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:02.201249] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NRP.txt
[2025-11-20T23:11:02.201748] [INFO ] [sig       ] [667/1341] Completed NRP in 0.4s | 2.70 sym/s | Total: 4.1m | ETA: 4.2m
[2025-11-20T23:11:02.201812] [INFO ] [sig       ] [668/1341] Forecasting NRT...
[2025-11-20T23:11:02.201863] [INFO ] [sig       ] Generating forecast for: NRT
[2025-11-20T23:11:02.201905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRT' from 'https://tdm.silogroup.org/data/derivative_storage/NRT.csv'.
[2025-11-20T23:11:02.213876] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NRT'.
[2025-11-20T23:11:02.214418] [INFO ] [FORECASTER] Starting predict_future for NRT
[2025-11-20T23:11:02.215333] [DEBUG] [LOCAL     ] No optimal features file found for NRT: ./output/feature-sets/NRT.txt
[2025-11-20T23:11:02.215406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:02.215451] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:02.215490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:02.215559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:02.282904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:02.283983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:02.284093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:02.284142] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:02.413290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:02.413526] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:02.413582] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:02.413624] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:02.417987] [DEBUG] [FORECASTER] NRT: Forecast T+1@11:T+2@11: UP (p=74.46%)
[2025-11-20T23:11:02.418331] [INFO ] [FORECASTER] Completed predict_future for NRT
[2025-11-20T23:11:02.418504] [INFO ] [sig       ] NRT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:02.565526] [INFO ] [LOCAL     ] Saved forecast: NRT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NRT.txt
[2025-11-20T23:11:02.565795] [INFO ] [sig       ] [668/1341] Completed NRT in 0.4s | 2.70 sym/s | Total: 4.1m | ETA: 4.2m
[2025-11-20T23:11:02.565857] [INFO ] [sig       ] [669/1341] Forecasting NRUC...
[2025-11-20T23:11:02.565903] [INFO ] [sig       ] Generating forecast for: NRUC
[2025-11-20T23:11:02.565975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRUC' from 'https://tdm.silogroup.org/data/derivative_storage/NRUC.csv'.
[2025-11-20T23:11:02.578685] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NRUC'.
[2025-11-20T23:11:02.578995] [INFO ] [FORECASTER] Starting predict_future for NRUC
[2025-11-20T23:11:02.579886] [DEBUG] [LOCAL     ] No optimal features file found for NRUC: ./output/feature-sets/NRUC.txt
[2025-11-20T23:11:02.579962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:02.580010] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:02.580052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:02.580125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:02.652036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:02.653361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:02.653493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:02.653542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:02.782813] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:02.783047] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:02.783100] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:02.783132] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:02.787443] [DEBUG] [FORECASTER] NRUC: Forecast T+1@11:T+2@11: UP (p=79.70%)
[2025-11-20T23:11:02.787880] [INFO ] [FORECASTER] Completed predict_future for NRUC
[2025-11-20T23:11:02.788080] [INFO ] [sig       ] NRUC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:02.932737] [INFO ] [LOCAL     ] Saved forecast: NRUC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NRUC.txt
[2025-11-20T23:11:02.932970] [INFO ] [sig       ] [669/1341] Completed NRUC in 0.4s | 2.70 sym/s | Total: 4.1m | ETA: 4.2m
[2025-11-20T23:11:02.933028] [INFO ] [sig       ] [670/1341] Forecasting NSA...
[2025-11-20T23:11:02.933104] [INFO ] [sig       ] Generating forecast for: NSA
[2025-11-20T23:11:02.933144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSA' from 'https://tdm.silogroup.org/data/derivative_storage/NSA.csv'.
[2025-11-20T23:11:02.946418] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NSA'.
[2025-11-20T23:11:02.946847] [INFO ] [FORECASTER] Starting predict_future for NSA
[2025-11-20T23:11:02.947736] [DEBUG] [LOCAL     ] No optimal features file found for NSA: ./output/feature-sets/NSA.txt
[2025-11-20T23:11:02.947808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:02.947856] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:02.947896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:02.947967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:03.014233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:03.014946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:03.015044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:03.015093] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:03.133448] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:03.133612] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:03.133680] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:03.133724] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:03.137255] [DEBUG] [FORECASTER] NSA: Forecast T+1@11:T+2@11: DOWN (p=31.07%)
[2025-11-20T23:11:03.137552] [INFO ] [FORECASTER] Completed predict_future for NSA
[2025-11-20T23:11:03.137734] [INFO ] [sig       ] NSA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:03.277421] [INFO ] [LOCAL     ] Saved forecast: NSA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NSA.txt
[2025-11-20T23:11:03.277603] [INFO ] [sig       ] [670/1341] Completed NSA in 0.3s | 2.70 sym/s | Total: 4.1m | ETA: 4.1m
[2025-11-20T23:11:03.277681] [INFO ] [sig       ] [671/1341] Forecasting NSC...
[2025-11-20T23:11:03.277729] [INFO ] [sig       ] Generating forecast for: NSC
[2025-11-20T23:11:03.277805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-11-20T23:11:03.292744] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NSC'.
[2025-11-20T23:11:03.293336] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-11-20T23:11:03.294380] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-11-20T23:11:03.294464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:03.294537] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:03.294588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:03.294702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:03.370319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:03.371396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:03.371503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:03.371553] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:03.485608] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:03.485856] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:03.485907] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:03.485950] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:03.489785] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-11-20T23:11:03.490118] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-11-20T23:11:03.490274] [INFO ] [sig       ] NSC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:03.639554] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NSC.txt
[2025-11-20T23:11:03.639839] [INFO ] [sig       ] [671/1341] Completed NSC in 0.4s | 2.70 sym/s | Total: 4.1m | ETA: 4.1m
[2025-11-20T23:11:03.639901] [INFO ] [sig       ] [672/1341] Forecasting NSP...
[2025-11-20T23:11:03.639955] [INFO ] [sig       ] Generating forecast for: NSP
[2025-11-20T23:11:03.640011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-11-20T23:11:03.652541] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NSP'.
[2025-11-20T23:11:03.653019] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-11-20T23:11:03.653901] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-11-20T23:11:03.653972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:03.654021] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:03.654062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:03.654132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:03.723308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:03.724202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:03.724305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:03.724355] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:03.839824] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:03.840039] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:03.840092] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:03.840126] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:03.843750] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: DOWN (p=30.92%)
[2025-11-20T23:11:03.844061] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-11-20T23:11:03.844215] [INFO ] [sig       ] NSP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:03.989011] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NSP.txt
[2025-11-20T23:11:03.989186] [INFO ] [sig       ] [672/1341] Completed NSP in 0.3s | 2.70 sym/s | Total: 4.2m | ETA: 4.1m
[2025-11-20T23:11:03.989269] [INFO ] [sig       ] [673/1341] Forecasting NTB...
[2025-11-20T23:11:03.989309] [INFO ] [sig       ] Generating forecast for: NTB
[2025-11-20T23:11:03.989345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-11-20T23:11:04.001828] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NTB'.
[2025-11-20T23:11:04.002264] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-11-20T23:11:04.003074] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-11-20T23:11:04.003146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:04.003196] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:04.003239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:04.003309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:04.070488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:04.071286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:04.071386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:04.071435] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:04.190425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:04.190656] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:04.190737] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:04.190783] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:04.194578] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: DOWN (p=11.48%)
[2025-11-20T23:11:04.194920] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-11-20T23:11:04.195091] [INFO ] [sig       ] NTB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:04.338782] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NTB.txt
[2025-11-20T23:11:04.338958] [INFO ] [sig       ] [673/1341] Completed NTB in 0.3s | 2.70 sym/s | Total: 4.2m | ETA: 4.1m
[2025-11-20T23:11:04.339039] [INFO ] [sig       ] [674/1341] Forecasting NTR...
[2025-11-20T23:11:04.339076] [INFO ] [sig       ] Generating forecast for: NTR
[2025-11-20T23:11:04.339124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTR' from 'https://tdm.silogroup.org/data/derivative_storage/NTR.csv'.
[2025-11-20T23:11:04.351106] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NTR'.
[2025-11-20T23:11:04.351479] [INFO ] [FORECASTER] Starting predict_future for NTR
[2025-11-20T23:11:04.352295] [DEBUG] [LOCAL     ] No optimal features file found for NTR: ./output/feature-sets/NTR.txt
[2025-11-20T23:11:04.352365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:04.352413] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:04.352453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:04.352521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:04.419010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:04.419738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:04.419834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:04.419880] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:04.548754] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:04.549011] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:04.549065] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:04.549100] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:04.553313] [DEBUG] [FORECASTER] NTR: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2025-11-20T23:11:04.553693] [INFO ] [FORECASTER] Completed predict_future for NTR
[2025-11-20T23:11:04.553873] [INFO ] [sig       ] NTR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:04.701400] [INFO ] [LOCAL     ] Saved forecast: NTR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NTR.txt
[2025-11-20T23:11:04.701718] [INFO ] [sig       ] [674/1341] Completed NTR in 0.4s | 2.70 sym/s | Total: 4.2m | ETA: 4.1m
[2025-11-20T23:11:04.701789] [INFO ] [sig       ] [675/1341] Forecasting NTST...
[2025-11-20T23:11:04.701840] [INFO ] [sig       ] Generating forecast for: NTST
[2025-11-20T23:11:04.701898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTST' from 'https://tdm.silogroup.org/data/derivative_storage/NTST.csv'.
[2025-11-20T23:11:04.715584] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NTST'.
[2025-11-20T23:11:04.716162] [INFO ] [FORECASTER] Starting predict_future for NTST
[2025-11-20T23:11:04.717069] [DEBUG] [LOCAL     ] No optimal features file found for NTST: ./output/feature-sets/NTST.txt
[2025-11-20T23:11:04.717143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:04.717190] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:04.717230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:04.717299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:04.783593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:04.784258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:04.784359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:04.784407] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:04.908224] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:04.908415] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:04.908461] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:04.908494] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:04.911971] [DEBUG] [FORECASTER] NTST: Forecast T+1@11:T+2@11: UP (p=68.02%)
[2025-11-20T23:11:04.912264] [INFO ] [FORECASTER] Completed predict_future for NTST
[2025-11-20T23:11:04.912428] [INFO ] [sig       ] NTST: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:05.055773] [INFO ] [LOCAL     ] Saved forecast: NTST	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NTST.txt
[2025-11-20T23:11:05.055921] [INFO ] [sig       ] [675/1341] Completed NTST in 0.4s | 2.70 sym/s | Total: 4.2m | ETA: 4.1m
[2025-11-20T23:11:05.055977] [INFO ] [sig       ] [676/1341] Forecasting NU...
[2025-11-20T23:11:05.056022] [INFO ] [sig       ] Generating forecast for: NU
[2025-11-20T23:11:05.056097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NU' from 'https://tdm.silogroup.org/data/derivative_storage/NU.csv'.
[2025-11-20T23:11:05.068466] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NU'.
[2025-11-20T23:11:05.068804] [INFO ] [FORECASTER] Starting predict_future for NU
[2025-11-20T23:11:05.069601] [DEBUG] [LOCAL     ] No optimal features file found for NU: ./output/feature-sets/NU.txt
[2025-11-20T23:11:05.069692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:05.069741] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:05.069783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:05.069854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:05.136184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:05.136879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:05.136978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:05.137024] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:05.250944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:05.251119] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:05.251164] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:05.251197] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:05.254593] [DEBUG] [FORECASTER] NU: Forecast T+1@11:T+2@11: DOWN (p=7.15%)
[2025-11-20T23:11:05.255028] [INFO ] [FORECASTER] Completed predict_future for NU
[2025-11-20T23:11:05.255258] [INFO ] [sig       ] NU: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:05.399009] [INFO ] [LOCAL     ] Saved forecast: NU	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NU.txt
[2025-11-20T23:11:05.399195] [INFO ] [sig       ] [676/1341] Completed NU in 0.3s | 2.70 sym/s | Total: 4.2m | ETA: 4.1m
[2025-11-20T23:11:05.399270] [INFO ] [sig       ] [677/1341] Forecasting NUS...
[2025-11-20T23:11:05.399362] [INFO ] [sig       ] Generating forecast for: NUS
[2025-11-20T23:11:05.399429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-11-20T23:11:05.411016] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NUS'.
[2025-11-20T23:11:05.411355] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-11-20T23:11:05.412166] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-11-20T23:11:05.412237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:05.412286] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:05.412328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:05.412398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:05.480899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:05.481835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:05.481938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:05.481988] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:05.611025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:05.611240] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:05.611286] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:05.611319] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:05.614971] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: UP (p=83.28%)
[2025-11-20T23:11:05.615298] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-11-20T23:11:05.615460] [INFO ] [sig       ] NUS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:05.756350] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NUS.txt
[2025-11-20T23:11:05.756529] [INFO ] [sig       ] [677/1341] Completed NUS in 0.4s | 2.70 sym/s | Total: 4.2m | ETA: 4.1m
[2025-11-20T23:11:05.756585] [INFO ] [sig       ] [678/1341] Forecasting NUV...
[2025-11-20T23:11:05.756690] [INFO ] [sig       ] Generating forecast for: NUV
[2025-11-20T23:11:05.756738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUV' from 'https://tdm.silogroup.org/data/derivative_storage/NUV.csv'.
[2025-11-20T23:11:05.768458] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NUV'.
[2025-11-20T23:11:05.768870] [INFO ] [FORECASTER] Starting predict_future for NUV
[2025-11-20T23:11:05.769704] [DEBUG] [LOCAL     ] No optimal features file found for NUV: ./output/feature-sets/NUV.txt
[2025-11-20T23:11:05.769776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:05.769833] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:05.769877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:05.769984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:05.836344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:05.837054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:05.837153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:05.837216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:05.971442] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:05.971674] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:05.971761] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:05.971807] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:05.975365] [DEBUG] [FORECASTER] NUV: Forecast T+1@11:T+2@11: DOWN (p=38.20%)
[2025-11-20T23:11:05.975675] [INFO ] [FORECASTER] Completed predict_future for NUV
[2025-11-20T23:11:05.975832] [INFO ] [sig       ] NUV: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:06.114870] [INFO ] [LOCAL     ] Saved forecast: NUV	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NUV.txt
[2025-11-20T23:11:06.115044] [INFO ] [sig       ] [678/1341] Completed NUV in 0.4s | 2.70 sym/s | Total: 4.2m | ETA: 4.1m
[2025-11-20T23:11:06.115100] [INFO ] [sig       ] [679/1341] Forecasting NUVB...
[2025-11-20T23:11:06.115174] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-11-20T23:11:06.115221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-11-20T23:11:06.127551] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NUVB'.
[2025-11-20T23:11:06.127971] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-11-20T23:11:06.128798] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-11-20T23:11:06.128869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:06.128926] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:06.128997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:06.129074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:06.195243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:06.195932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:06.196029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:06.196076] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:06.327964] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:06.328529] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:06.328705] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:06.328764] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:06.333072] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=66.28%)
[2025-11-20T23:11:06.333422] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-11-20T23:11:06.333609] [INFO ] [sig       ] NUVB: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:06.504488] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NUVB.txt
[2025-11-20T23:11:06.504725] [INFO ] [sig       ] [679/1341] Completed NUVB in 0.4s | 2.70 sym/s | Total: 4.2m | ETA: 4.1m
[2025-11-20T23:11:06.504804] [INFO ] [sig       ] [680/1341] Forecasting NUW...
[2025-11-20T23:11:06.504840] [INFO ] [sig       ] Generating forecast for: NUW
[2025-11-20T23:11:06.504900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUW' from 'https://tdm.silogroup.org/data/derivative_storage/NUW.csv'.
[2025-11-20T23:11:06.516449] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NUW'.
[2025-11-20T23:11:06.516768] [INFO ] [FORECASTER] Starting predict_future for NUW
[2025-11-20T23:11:06.517581] [DEBUG] [LOCAL     ] No optimal features file found for NUW: ./output/feature-sets/NUW.txt
[2025-11-20T23:11:06.517683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:06.517732] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:06.517776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:06.517845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:06.585321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:06.586667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:06.586838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:06.586915] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:06.709333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:06.709591] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:06.709664] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:06.709732] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:06.713880] [DEBUG] [FORECASTER] NUW: Forecast T+1@11:T+2@11: DOWN (p=5.21%)
[2025-11-20T23:11:06.714232] [INFO ] [FORECASTER] Completed predict_future for NUW
[2025-11-20T23:11:06.714424] [INFO ] [sig       ] NUW: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:06.862344] [INFO ] [LOCAL     ] Saved forecast: NUW	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NUW.txt
[2025-11-20T23:11:06.862613] [INFO ] [sig       ] [680/1341] Completed NUW in 0.4s | 2.70 sym/s | Total: 4.2m | ETA: 4.1m
[2025-11-20T23:11:06.862694] [INFO ] [sig       ] [681/1341] Forecasting NVG...
[2025-11-20T23:11:06.862749] [INFO ] [sig       ] Generating forecast for: NVG
[2025-11-20T23:11:06.862794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-11-20T23:11:06.877090] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NVG'.
[2025-11-20T23:11:06.877590] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-11-20T23:11:06.878530] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-11-20T23:11:06.878604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:06.878682] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:06.878737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:06.878813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:06.948292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:06.949490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:06.949602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:06.949686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:07.085522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:07.085828] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:07.085906] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:07.085945] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:07.090059] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: DOWN (p=44.08%)
[2025-11-20T23:11:07.090438] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-11-20T23:11:07.090610] [INFO ] [sig       ] NVG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:07.240713] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NVG.txt
[2025-11-20T23:11:07.241000] [INFO ] [sig       ] [681/1341] Completed NVG in 0.4s | 2.70 sym/s | Total: 4.2m | ETA: 4.1m
[2025-11-20T23:11:07.241085] [INFO ] [sig       ] [682/1341] Forecasting NVGS...
[2025-11-20T23:11:07.241134] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-11-20T23:11:07.241192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-11-20T23:11:07.255257] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NVGS'.
[2025-11-20T23:11:07.255916] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-11-20T23:11:07.256997] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-11-20T23:11:07.257068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:07.257116] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:07.257168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:07.257256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:07.326562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:07.327821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:07.327976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:07.328030] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:07.455500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:07.455765] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:07.455823] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:07.455857] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:07.459938] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: UP (p=86.90%)
[2025-11-20T23:11:07.460305] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-11-20T23:11:07.460475] [INFO ] [sig       ] NVGS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:07.608059] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NVGS.txt
[2025-11-20T23:11:07.608300] [INFO ] [sig       ] [682/1341] Completed NVGS in 0.4s | 2.70 sym/s | Total: 4.2m | ETA: 4.1m
[2025-11-20T23:11:07.608357] [INFO ] [sig       ] [683/1341] Forecasting NVO...
[2025-11-20T23:11:07.608453] [INFO ] [sig       ] Generating forecast for: NVO
[2025-11-20T23:11:07.608505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-11-20T23:11:07.622099] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NVO'.
[2025-11-20T23:11:07.622488] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-11-20T23:11:07.623399] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-11-20T23:11:07.623473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:07.623522] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:07.623575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:07.623681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:07.691204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:07.692405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:07.692520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:07.692582] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:07.826138] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:07.826451] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:07.826511] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:07.826546] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:07.830564] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: UP (p=74.94%)
[2025-11-20T23:11:07.830946] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-11-20T23:11:07.831145] [INFO ] [sig       ] NVO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:07.977348] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NVO.txt
[2025-11-20T23:11:07.977593] [INFO ] [sig       ] [683/1341] Completed NVO in 0.4s | 2.70 sym/s | Total: 4.2m | ETA: 4.1m
[2025-11-20T23:11:07.977692] [INFO ] [sig       ] [684/1341] Forecasting NVR...
[2025-11-20T23:11:07.977744] [INFO ] [sig       ] Generating forecast for: NVR
[2025-11-20T23:11:07.977801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVR' from 'https://tdm.silogroup.org/data/derivative_storage/NVR.csv'.
[2025-11-20T23:11:07.991838] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NVR'.
[2025-11-20T23:11:07.992429] [INFO ] [FORECASTER] Starting predict_future for NVR
[2025-11-20T23:11:07.993379] [DEBUG] [LOCAL     ] No optimal features file found for NVR: ./output/feature-sets/NVR.txt
[2025-11-20T23:11:07.993468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:07.993519] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:07.993561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:07.993634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:08.060884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:08.062065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:08.062205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:08.062255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:08.190038] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:08.190274] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:08.190328] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:08.190363] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:08.194620] [DEBUG] [FORECASTER] NVR: Forecast T+1@11:T+2@11: UP (p=71.10%)
[2025-11-20T23:11:08.195155] [INFO ] [FORECASTER] Completed predict_future for NVR
[2025-11-20T23:11:08.195380] [INFO ] [sig       ] NVR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:08.346766] [INFO ] [LOCAL     ] Saved forecast: NVR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NVR.txt
[2025-11-20T23:11:08.347075] [INFO ] [sig       ] [684/1341] Completed NVR in 0.4s | 2.70 sym/s | Total: 4.2m | ETA: 4.1m
[2025-11-20T23:11:08.347160] [INFO ] [sig       ] [685/1341] Forecasting NVRI...
[2025-11-20T23:11:08.347210] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-11-20T23:11:08.347256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-11-20T23:11:08.360415] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NVRI'.
[2025-11-20T23:11:08.360837] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-11-20T23:11:08.361790] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-11-20T23:11:08.361861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:08.361908] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:08.361950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:08.362044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:08.433870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:08.435281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:08.435415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:08.435485] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:08.582750] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:08.583033] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:08.583100] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:08.583147] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:08.587469] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2025-11-20T23:11:08.588057] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-11-20T23:11:08.588310] [INFO ] [sig       ] NVRI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:08.739345] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NVRI.txt
[2025-11-20T23:11:08.739608] [INFO ] [sig       ] [685/1341] Completed NVRI in 0.4s | 2.70 sym/s | Total: 4.2m | ETA: 4.1m
[2025-11-20T23:11:08.739776] [INFO ] [sig       ] [686/1341] Forecasting NVS...
[2025-11-20T23:11:08.739832] [INFO ] [sig       ] Generating forecast for: NVS
[2025-11-20T23:11:08.739892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-11-20T23:11:08.754092] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NVS'.
[2025-11-20T23:11:08.754772] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-11-20T23:11:08.755898] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-11-20T23:11:08.755981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:08.756046] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:08.756103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:08.756186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:08.826414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:08.827626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:08.827770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:08.827833] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:08.964017] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:08.964268] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:08.964322] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:08.964357] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:08.968667] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-11-20T23:11:08.969159] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-11-20T23:11:08.969332] [INFO ] [sig       ] NVS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:09.116622] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NVS.txt
[2025-11-20T23:11:09.116942] [INFO ] [sig       ] [686/1341] Completed NVS in 0.4s | 2.70 sym/s | Total: 4.2m | ETA: 4.0m
[2025-11-20T23:11:09.117000] [INFO ] [sig       ] [687/1341] Forecasting NVST...
[2025-11-20T23:11:09.117037] [INFO ] [sig       ] Generating forecast for: NVST
[2025-11-20T23:11:09.117091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVST' from 'https://tdm.silogroup.org/data/derivative_storage/NVST.csv'.
[2025-11-20T23:11:09.130779] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NVST'.
[2025-11-20T23:11:09.131376] [INFO ] [FORECASTER] Starting predict_future for NVST
[2025-11-20T23:11:09.132267] [DEBUG] [LOCAL     ] No optimal features file found for NVST: ./output/feature-sets/NVST.txt
[2025-11-20T23:11:09.132342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:09.132389] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:09.132432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:09.132502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:09.199377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:09.200394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:09.200501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:09.200550] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:09.326208] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:09.326475] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:09.326533] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:09.326569] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:09.330375] [DEBUG] [FORECASTER] NVST: Forecast T+1@11:T+2@11: UP (p=76.72%)
[2025-11-20T23:11:09.330792] [INFO ] [FORECASTER] Completed predict_future for NVST
[2025-11-20T23:11:09.330963] [INFO ] [sig       ] NVST: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:09.479677] [INFO ] [LOCAL     ] Saved forecast: NVST	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NVST.txt
[2025-11-20T23:11:09.479910] [INFO ] [sig       ] [687/1341] Completed NVST in 0.4s | 2.70 sym/s | Total: 4.2m | ETA: 4.0m
[2025-11-20T23:11:09.479984] [INFO ] [sig       ] [688/1341] Forecasting NVT...
[2025-11-20T23:11:09.480030] [INFO ] [sig       ] Generating forecast for: NVT
[2025-11-20T23:11:09.480071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVT' from 'https://tdm.silogroup.org/data/derivative_storage/NVT.csv'.
[2025-11-20T23:11:09.491961] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NVT'.
[2025-11-20T23:11:09.492414] [INFO ] [FORECASTER] Starting predict_future for NVT
[2025-11-20T23:11:09.493266] [DEBUG] [LOCAL     ] No optimal features file found for NVT: ./output/feature-sets/NVT.txt
[2025-11-20T23:11:09.493338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:09.493386] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:09.493430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:09.493497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:09.561340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:09.562274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:09.562375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:09.562423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:09.687672] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:09.687873] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:09.687919] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:09.687952] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:09.691426] [DEBUG] [FORECASTER] NVT: Forecast T+1@11:T+2@11: DOWN (p=29.25%)
[2025-11-20T23:11:09.691749] [INFO ] [FORECASTER] Completed predict_future for NVT
[2025-11-20T23:11:09.691903] [INFO ] [sig       ] NVT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:09.833942] [INFO ] [LOCAL     ] Saved forecast: NVT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NVT.txt
[2025-11-20T23:11:09.834121] [INFO ] [sig       ] [688/1341] Completed NVT in 0.4s | 2.70 sym/s | Total: 4.3m | ETA: 4.0m
[2025-11-20T23:11:09.834175] [INFO ] [sig       ] [689/1341] Forecasting NWG...
[2025-11-20T23:11:09.834221] [INFO ] [sig       ] Generating forecast for: NWG
[2025-11-20T23:11:09.834265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-11-20T23:11:09.846114] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NWG'.
[2025-11-20T23:11:09.846474] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-11-20T23:11:09.847890] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-11-20T23:11:09.848030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:09.848079] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:09.848119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:09.848196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:09.916633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:09.917792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:09.917916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:09.917999] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:10.049759] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:10.049976] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:10.050027] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:10.050064] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:10.053791] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: UP (p=56.65%)
[2025-11-20T23:11:10.054102] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-11-20T23:11:10.054278] [INFO ] [sig       ] NWG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:10.197866] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NWG.txt
[2025-11-20T23:11:10.198055] [INFO ] [sig       ] [689/1341] Completed NWG in 0.4s | 2.70 sym/s | Total: 4.3m | ETA: 4.0m
[2025-11-20T23:11:10.198110] [INFO ] [sig       ] [690/1341] Forecasting NWN...
[2025-11-20T23:11:10.198177] [INFO ] [sig       ] Generating forecast for: NWN
[2025-11-20T23:11:10.198227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWN' from 'https://tdm.silogroup.org/data/derivative_storage/NWN.csv'.
[2025-11-20T23:11:10.210178] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NWN'.
[2025-11-20T23:11:10.210504] [INFO ] [FORECASTER] Starting predict_future for NWN
[2025-11-20T23:11:10.211300] [DEBUG] [LOCAL     ] No optimal features file found for NWN: ./output/feature-sets/NWN.txt
[2025-11-20T23:11:10.211372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:10.211417] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:10.211457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:10.211526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:10.279055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:10.279986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:10.280087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:10.280137] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:10.395245] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:10.395476] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:10.395527] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:10.395562] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:10.399321] [DEBUG] [FORECASTER] NWN: Forecast T+1@11:T+2@11: DOWN (p=34.49%)
[2025-11-20T23:11:10.399905] [INFO ] [FORECASTER] Completed predict_future for NWN
[2025-11-20T23:11:10.400132] [INFO ] [sig       ] NWN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:10.547751] [INFO ] [LOCAL     ] Saved forecast: NWN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NWN.txt
[2025-11-20T23:11:10.547930] [INFO ] [sig       ] [690/1341] Completed NWN in 0.3s | 2.70 sym/s | Total: 4.3m | ETA: 4.0m
[2025-11-20T23:11:10.547990] [INFO ] [sig       ] [691/1341] Forecasting NX...
[2025-11-20T23:11:10.548034] [INFO ] [sig       ] Generating forecast for: NX
[2025-11-20T23:11:10.548079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-11-20T23:11:10.559222] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NX'.
[2025-11-20T23:11:10.559583] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-11-20T23:11:10.560405] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-11-20T23:11:10.560475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:10.560521] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:10.560560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:10.560630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:10.628364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:10.629282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:10.629394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:10.629451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:10.742623] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:10.742863] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:10.742910] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:10.742978] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:10.746491] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: DOWN (p=19.83%)
[2025-11-20T23:11:10.746803] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-11-20T23:11:10.746976] [INFO ] [sig       ] NX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:10.888152] [INFO ] [LOCAL     ] Saved forecast: NX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NX.txt
[2025-11-20T23:11:10.888356] [INFO ] [sig       ] [691/1341] Completed NX in 0.3s | 2.70 sym/s | Total: 4.3m | ETA: 4.0m
[2025-11-20T23:11:10.888415] [INFO ] [sig       ] [692/1341] Forecasting NXC...
[2025-11-20T23:11:10.888487] [INFO ] [sig       ] Generating forecast for: NXC
[2025-11-20T23:11:10.888524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-11-20T23:11:10.901000] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NXC'.
[2025-11-20T23:11:10.901484] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-11-20T23:11:10.902300] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-11-20T23:11:10.902372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:10.902422] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:10.902463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:10.902532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:10.971354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:10.972236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:10.972345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:10.972394] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:11.088888] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:11.089131] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:11.089187] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:11.089224] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:11.093311] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: UP (p=65.26%)
[2025-11-20T23:11:11.093675] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-11-20T23:11:11.093887] [INFO ] [sig       ] NXC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:11.241101] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NXC.txt
[2025-11-20T23:11:11.241312] [INFO ] [sig       ] [692/1341] Completed NXC in 0.4s | 2.70 sym/s | Total: 4.3m | ETA: 4.0m
[2025-11-20T23:11:11.241371] [INFO ] [sig       ] [693/1341] Forecasting NXDT...
[2025-11-20T23:11:11.241453] [INFO ] [sig       ] Generating forecast for: NXDT
[2025-11-20T23:11:11.241506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXDT' from 'https://tdm.silogroup.org/data/derivative_storage/NXDT.csv'.
[2025-11-20T23:11:11.253881] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NXDT'.
[2025-11-20T23:11:11.254432] [INFO ] [FORECASTER] Starting predict_future for NXDT
[2025-11-20T23:11:11.255312] [DEBUG] [LOCAL     ] No optimal features file found for NXDT: ./output/feature-sets/NXDT.txt
[2025-11-20T23:11:11.255384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:11.255431] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:11.255486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:11.255563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:11.322774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:11.323849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:11.323966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:11.324054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:11.444098] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:11.444332] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:11.444382] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:11.444415] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:11.448078] [DEBUG] [FORECASTER] NXDT: Forecast T+1@11:T+2@11: UP (p=63.59%)
[2025-11-20T23:11:11.448379] [INFO ] [FORECASTER] Completed predict_future for NXDT
[2025-11-20T23:11:11.448526] [INFO ] [sig       ] NXDT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:11.590721] [INFO ] [LOCAL     ] Saved forecast: NXDT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NXDT.txt
[2025-11-20T23:11:11.590911] [INFO ] [sig       ] [693/1341] Completed NXDT in 0.3s | 2.70 sym/s | Total: 4.3m | ETA: 4.0m
[2025-11-20T23:11:11.590966] [INFO ] [sig       ] [694/1341] Forecasting NXE...
[2025-11-20T23:11:11.591053] [INFO ] [sig       ] Generating forecast for: NXE
[2025-11-20T23:11:11.591097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-11-20T23:11:11.602815] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NXE'.
[2025-11-20T23:11:11.603237] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-11-20T23:11:11.604098] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-11-20T23:11:11.604168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:11.604214] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:11.604254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:11.604357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:11.671035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:11.672010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:11.672123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:11.672173] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:11.788066] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:11.788294] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:11.788343] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:11.788375] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:11.791893] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=91.38%)
[2025-11-20T23:11:11.792187] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-11-20T23:11:11.792335] [INFO ] [sig       ] NXE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:11.936594] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NXE.txt
[2025-11-20T23:11:11.936810] [INFO ] [sig       ] [694/1341] Completed NXE in 0.3s | 2.70 sym/s | Total: 4.3m | ETA: 4.0m
[2025-11-20T23:11:11.936902] [INFO ] [sig       ] [695/1341] Forecasting NXG...
[2025-11-20T23:11:11.936969] [INFO ] [sig       ] Generating forecast for: NXG
[2025-11-20T23:11:11.937017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-11-20T23:11:11.949284] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NXG'.
[2025-11-20T23:11:11.949719] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-11-20T23:11:11.950509] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-11-20T23:11:11.950580] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:11.950625] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:11.950689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:11.950776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:12.017329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:12.018331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:12.018440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:12.018487] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:12.139672] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:12.139890] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:12.139936] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:12.139969] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:12.143466] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=46.78%)
[2025-11-20T23:11:12.143786] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-11-20T23:11:12.143947] [INFO ] [sig       ] NXG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:12.283385] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NXG.txt
[2025-11-20T23:11:12.283596] [INFO ] [sig       ] [695/1341] Completed NXG in 0.3s | 2.70 sym/s | Total: 4.3m | ETA: 4.0m
[2025-11-20T23:11:12.283678] [INFO ] [sig       ] [696/1341] Forecasting NXJ...
[2025-11-20T23:11:12.283751] [INFO ] [sig       ] Generating forecast for: NXJ
[2025-11-20T23:11:12.283788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXJ' from 'https://tdm.silogroup.org/data/derivative_storage/NXJ.csv'.
[2025-11-20T23:11:12.297268] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NXJ'.
[2025-11-20T23:11:12.297922] [INFO ] [FORECASTER] Starting predict_future for NXJ
[2025-11-20T23:11:12.298853] [DEBUG] [LOCAL     ] No optimal features file found for NXJ: ./output/feature-sets/NXJ.txt
[2025-11-20T23:11:12.298928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:12.298979] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:12.299021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:12.299108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:12.367966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:12.369010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:12.369120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:12.369169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:12.494246] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:12.494510] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:12.494570] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:12.494609] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:12.499228] [DEBUG] [FORECASTER] NXJ: Forecast T+1@11:T+2@11: DOWN (p=37.34%)
[2025-11-20T23:11:12.499667] [INFO ] [FORECASTER] Completed predict_future for NXJ
[2025-11-20T23:11:12.499885] [INFO ] [sig       ] NXJ: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:12.644449] [INFO ] [LOCAL     ] Saved forecast: NXJ	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NXJ.txt
[2025-11-20T23:11:12.644697] [INFO ] [sig       ] [696/1341] Completed NXJ in 0.4s | 2.70 sym/s | Total: 4.3m | ETA: 4.0m
[2025-11-20T23:11:12.644786] [INFO ] [sig       ] [697/1341] Forecasting NXP...
[2025-11-20T23:11:12.644854] [INFO ] [sig       ] Generating forecast for: NXP
[2025-11-20T23:11:12.644901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-11-20T23:11:12.659126] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NXP'.
[2025-11-20T23:11:12.659741] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-11-20T23:11:12.660681] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-11-20T23:11:12.660764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:12.660813] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:12.660854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:12.660926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:12.729708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:12.730927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:12.731049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:12.731099] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:12.862007] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:12.862302] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:12.862365] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:12.862399] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:12.866677] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=66.00%)
[2025-11-20T23:11:12.867044] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-11-20T23:11:12.867214] [INFO ] [sig       ] NXP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:13.011963] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NXP.txt
[2025-11-20T23:11:13.012233] [INFO ] [sig       ] [697/1341] Completed NXP in 0.4s | 2.70 sym/s | Total: 4.3m | ETA: 4.0m
[2025-11-20T23:11:13.012287] [INFO ] [sig       ] [698/1341] Forecasting NXRT...
[2025-11-20T23:11:13.012323] [INFO ] [sig       ] Generating forecast for: NXRT
[2025-11-20T23:11:13.012360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXRT' from 'https://tdm.silogroup.org/data/derivative_storage/NXRT.csv'.
[2025-11-20T23:11:13.025804] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NXRT'.
[2025-11-20T23:11:13.026308] [INFO ] [FORECASTER] Starting predict_future for NXRT
[2025-11-20T23:11:13.027342] [DEBUG] [LOCAL     ] No optimal features file found for NXRT: ./output/feature-sets/NXRT.txt
[2025-11-20T23:11:13.027418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:13.027473] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:13.027517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:13.027593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:13.095894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:13.096946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:13.097083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:13.097135] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:13.223882] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:13.224131] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:13.224184] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:13.224219] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:13.228425] [DEBUG] [FORECASTER] NXRT: Forecast T+1@11:T+2@11: UP (p=59.87%)
[2025-11-20T23:11:13.228789] [INFO ] [FORECASTER] Completed predict_future for NXRT
[2025-11-20T23:11:13.228968] [INFO ] [sig       ] NXRT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:13.373056] [INFO ] [LOCAL     ] Saved forecast: NXRT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/NXRT.txt
[2025-11-20T23:11:13.373282] [INFO ] [sig       ] [698/1341] Completed NXRT in 0.4s | 2.70 sym/s | Total: 4.3m | ETA: 4.0m
[2025-11-20T23:11:13.373364] [INFO ] [sig       ] [699/1341] Forecasting NYT...
[2025-11-20T23:11:13.373418] [INFO ] [sig       ] Generating forecast for: NYT
[2025-11-20T23:11:13.373465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYT' from 'https://tdm.silogroup.org/data/derivative_storage/NYT.csv'.
[2025-11-20T23:11:13.387331] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NYT'.
[2025-11-20T23:11:13.387854] [INFO ] [FORECASTER] Starting predict_future for NYT
[2025-11-20T23:11:13.388798] [DEBUG] [LOCAL     ] No optimal features file found for NYT: ./output/feature-sets/NYT.txt
[2025-11-20T23:11:13.388869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:13.388917] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:13.388958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:13.389030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:13.456316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:13.457226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:13.457333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:13.457374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:13.582317] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:13.582588] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:13.582672] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:13.582721] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:13.586772] [DEBUG] [FORECASTER] NYT: Forecast T+1@11:T+2@11: DOWN (p=30.53%)
[2025-11-20T23:11:13.587137] [INFO ] [FORECASTER] Completed predict_future for NYT
[2025-11-20T23:11:13.587331] [INFO ] [sig       ] NYT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:13.736610] [INFO ] [LOCAL     ] Saved forecast: NYT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NYT.txt
[2025-11-20T23:11:13.736904] [INFO ] [sig       ] [699/1341] Completed NYT in 0.4s | 2.70 sym/s | Total: 4.3m | ETA: 4.0m
[2025-11-20T23:11:13.736993] [INFO ] [sig       ] [700/1341] Forecasting NZF...
[2025-11-20T23:11:13.737040] [INFO ] [sig       ] Generating forecast for: NZF
[2025-11-20T23:11:13.737092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-11-20T23:11:13.751885] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'NZF'.
[2025-11-20T23:11:13.752341] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-11-20T23:11:13.753289] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-11-20T23:11:13.753367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:13.753415] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:13.753464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:13.753537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:13.822016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:13.823090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:13.823204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:13.823255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:13.953538] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:13.953818] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:13.953878] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:13.953912] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:13.958197] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=14.29%)
[2025-11-20T23:11:13.958535] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-11-20T23:11:13.958734] [INFO ] [sig       ] NZF: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:14.104710] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/NZF.txt
[2025-11-20T23:11:14.104968] [INFO ] [sig       ] [700/1341] Completed NZF in 0.4s | 2.70 sym/s | Total: 4.3m | ETA: 4.0m
[2025-11-20T23:11:14.105065] [INFO ] [sig       ] [701/1341] Forecasting OBDC...
[2025-11-20T23:11:14.105126] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-11-20T23:11:14.105177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-11-20T23:11:14.120517] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OBDC'.
[2025-11-20T23:11:14.121051] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-11-20T23:11:14.121994] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-11-20T23:11:14.122067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:14.122116] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:14.122157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:14.122232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:14.189682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:14.190933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:14.191064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:14.191113] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:14.317918] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:14.318160] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:14.318248] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:14.318289] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:14.322286] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: UP (p=74.82%)
[2025-11-20T23:11:14.322618] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-11-20T23:11:14.322822] [INFO ] [sig       ] OBDC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:14.471067] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/OBDC.txt
[2025-11-20T23:11:14.471340] [INFO ] [sig       ] [701/1341] Completed OBDC in 0.4s | 2.70 sym/s | Total: 4.3m | ETA: 4.0m
[2025-11-20T23:11:14.471471] [INFO ] [sig       ] [702/1341] Forecasting OBK...
[2025-11-20T23:11:14.471551] [INFO ] [sig       ] Generating forecast for: OBK
[2025-11-20T23:11:14.471603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-11-20T23:11:14.487570] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OBK'.
[2025-11-20T23:11:14.488333] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-11-20T23:11:14.489636] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-11-20T23:11:14.489745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:14.489803] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:14.489847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:14.489959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:14.560738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:14.561978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:14.562094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:14.562143] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:14.694606] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:14.694883] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:14.694937] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:14.694970] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:14.699040] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=93.84%)
[2025-11-20T23:11:14.699401] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-11-20T23:11:14.699579] [INFO ] [sig       ] OBK: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:14.841978] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/OBK.txt
[2025-11-20T23:11:14.842189] [INFO ] [sig       ] [702/1341] Completed OBK in 0.4s | 2.70 sym/s | Total: 4.3m | ETA: 3.9m
[2025-11-20T23:11:14.842256] [INFO ] [sig       ] [703/1341] Forecasting OC...
[2025-11-20T23:11:14.842300] [INFO ] [sig       ] Generating forecast for: OC
[2025-11-20T23:11:14.842364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-11-20T23:11:14.855688] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OC'.
[2025-11-20T23:11:14.856275] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-11-20T23:11:14.857206] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-11-20T23:11:14.857279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:14.857328] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:14.857368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:14.857463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:14.926353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:14.927416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:14.927537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:14.927613] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:15.052017] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:15.052240] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:15.052327] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:15.052374] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:15.056116] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=3.40%)
[2025-11-20T23:11:15.056601] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-11-20T23:11:15.056856] [INFO ] [sig       ] OC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:15.197528] [INFO ] [LOCAL     ] Saved forecast: OC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/OC.txt
[2025-11-20T23:11:15.197961] [INFO ] [sig       ] [703/1341] Completed OC in 0.4s | 2.70 sym/s | Total: 4.3m | ETA: 3.9m
[2025-11-20T23:11:15.198023] [INFO ] [sig       ] [704/1341] Forecasting ODC...
[2025-11-20T23:11:15.198068] [INFO ] [sig       ] Generating forecast for: ODC
[2025-11-20T23:11:15.198112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-11-20T23:11:15.210239] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ODC'.
[2025-11-20T23:11:15.210701] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-11-20T23:11:15.211567] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-11-20T23:11:15.211661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:15.211707] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:15.211764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:15.211844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:15.278354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:15.279126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:15.279227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:15.279288] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:15.400487] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:15.400731] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:15.400809] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:15.400845] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:15.404453] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-11-20T23:11:15.404787] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-11-20T23:11:15.404972] [INFO ] [sig       ] ODC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:15.552413] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ODC.txt
[2025-11-20T23:11:15.552791] [INFO ] [sig       ] [704/1341] Completed ODC in 0.4s | 2.70 sym/s | Total: 4.3m | ETA: 3.9m
[2025-11-20T23:11:15.552853] [INFO ] [sig       ] [705/1341] Forecasting ODV...
[2025-11-20T23:11:15.552900] [INFO ] [sig       ] Generating forecast for: ODV
[2025-11-20T23:11:15.552948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODV' from 'https://tdm.silogroup.org/data/derivative_storage/ODV.csv'.
[2025-11-20T23:11:15.566587] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ODV'.
[2025-11-20T23:11:15.567434] [INFO ] [FORECASTER] Starting predict_future for ODV
[2025-11-20T23:11:15.568401] [DEBUG] [LOCAL     ] No optimal features file found for ODV: ./output/feature-sets/ODV.txt
[2025-11-20T23:11:15.568475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:15.568526] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:15.568578] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:15.568699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:15.635211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:15.636395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:15.636508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:15.636569] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:15.762678] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:15.762913] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:15.762961] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:15.762995] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:15.766827] [DEBUG] [FORECASTER] ODV: Forecast T+1@11:T+2@11: DOWN (p=47.84%)
[2025-11-20T23:11:15.767173] [INFO ] [FORECASTER] Completed predict_future for ODV
[2025-11-20T23:11:15.767336] [INFO ] [sig       ] ODV: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:15.910630] [INFO ] [LOCAL     ] Saved forecast: ODV	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ODV.txt
[2025-11-20T23:11:15.910864] [INFO ] [sig       ] [705/1341] Completed ODV in 0.4s | 2.70 sym/s | Total: 4.4m | ETA: 3.9m
[2025-11-20T23:11:15.910922] [INFO ] [sig       ] [706/1341] Forecasting OEC...
[2025-11-20T23:11:15.910993] [INFO ] [sig       ] Generating forecast for: OEC
[2025-11-20T23:11:15.911028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-11-20T23:11:15.926345] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OEC'.
[2025-11-20T23:11:15.927053] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-11-20T23:11:15.928121] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-11-20T23:11:15.928200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:15.928252] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:15.928297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:15.928376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:16.000507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:16.001715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:16.001825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:16.001877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:16.136403] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:16.136656] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:16.136720] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:16.136755] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:16.140774] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=34.53%)
[2025-11-20T23:11:16.141113] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-11-20T23:11:16.141281] [INFO ] [sig       ] OEC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:16.286460] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/OEC.txt
[2025-11-20T23:11:16.286712] [INFO ] [sig       ] [706/1341] Completed OEC in 0.4s | 2.70 sym/s | Total: 4.4m | ETA: 3.9m
[2025-11-20T23:11:16.286794] [INFO ] [sig       ] [707/1341] Forecasting OFG...
[2025-11-20T23:11:16.286848] [INFO ] [sig       ] Generating forecast for: OFG
[2025-11-20T23:11:16.286908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-11-20T23:11:16.300993] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OFG'.
[2025-11-20T23:11:16.301534] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-11-20T23:11:16.302476] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-11-20T23:11:16.302550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:16.302603] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:16.302634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:16.302731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:16.372889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:16.374119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:16.374289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:16.374341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:16.502983] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:16.503265] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:16.503324] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:16.503362] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:16.507563] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-11-20T23:11:16.507948] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-11-20T23:11:16.508127] [INFO ] [sig       ] OFG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:16.652556] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/OFG.txt
[2025-11-20T23:11:16.652849] [INFO ] [sig       ] [707/1341] Completed OFG in 0.4s | 2.70 sym/s | Total: 4.4m | ETA: 3.9m
[2025-11-20T23:11:16.652923] [INFO ] [sig       ] [708/1341] Forecasting OGE...
[2025-11-20T23:11:16.652984] [INFO ] [sig       ] Generating forecast for: OGE
[2025-11-20T23:11:16.653032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-11-20T23:11:16.667117] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OGE'.
[2025-11-20T23:11:16.667612] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-11-20T23:11:16.668534] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-11-20T23:11:16.668607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:16.668694] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:16.668740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:16.668813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:16.735663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:16.736735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:16.736842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:16.736902] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:16.857737] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:16.857969] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:16.858020] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:16.858054] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:16.861971] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: DOWN (p=13.10%)
[2025-11-20T23:11:16.862333] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-11-20T23:11:16.862496] [INFO ] [sig       ] OGE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:17.008868] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/OGE.txt
[2025-11-20T23:11:17.009093] [INFO ] [sig       ] [708/1341] Completed OGE in 0.4s | 2.70 sym/s | Total: 4.4m | ETA: 3.9m
[2025-11-20T23:11:17.009173] [INFO ] [sig       ] [709/1341] Forecasting OGS...
[2025-11-20T23:11:17.009223] [INFO ] [sig       ] Generating forecast for: OGS
[2025-11-20T23:11:17.009278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGS' from 'https://tdm.silogroup.org/data/derivative_storage/OGS.csv'.
[2025-11-20T23:11:17.022314] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OGS'.
[2025-11-20T23:11:17.022733] [INFO ] [FORECASTER] Starting predict_future for OGS
[2025-11-20T23:11:17.023627] [DEBUG] [LOCAL     ] No optimal features file found for OGS: ./output/feature-sets/OGS.txt
[2025-11-20T23:11:17.023723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:17.023777] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:17.023821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:17.023892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:17.093887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:17.094861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:17.094973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:17.095023] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:17.234004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:17.234238] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:17.234292] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:17.234328] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:17.238365] [DEBUG] [FORECASTER] OGS: Forecast T+1@11:T+2@11: UP (p=90.67%)
[2025-11-20T23:11:17.238716] [INFO ] [FORECASTER] Completed predict_future for OGS
[2025-11-20T23:11:17.238932] [INFO ] [sig       ] OGS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:17.384402] [INFO ] [LOCAL     ] Saved forecast: OGS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/OGS.txt
[2025-11-20T23:11:17.384667] [INFO ] [sig       ] [709/1341] Completed OGS in 0.4s | 2.70 sym/s | Total: 4.4m | ETA: 3.9m
[2025-11-20T23:11:17.384728] [INFO ] [sig       ] [710/1341] Forecasting OHI...
[2025-11-20T23:11:17.384801] [INFO ] [sig       ] Generating forecast for: OHI
[2025-11-20T23:11:17.384838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-11-20T23:11:17.397441] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OHI'.
[2025-11-20T23:11:17.398365] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-11-20T23:11:17.399245] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-11-20T23:11:17.399324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:17.399372] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:17.399412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:17.399481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:17.466714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:17.468032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:17.468148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:17.468197] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:17.588562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:17.588824] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:17.588887] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:17.588922] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:17.592827] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=83.73%)
[2025-11-20T23:11:17.593151] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-11-20T23:11:17.593334] [INFO ] [sig       ] OHI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:17.737283] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/OHI.txt
[2025-11-20T23:11:17.737585] [INFO ] [sig       ] [710/1341] Completed OHI in 0.4s | 2.70 sym/s | Total: 4.4m | ETA: 3.9m
[2025-11-20T23:11:17.737677] [INFO ] [sig       ] [711/1341] Forecasting OI...
[2025-11-20T23:11:17.737731] [INFO ] [sig       ] Generating forecast for: OI
[2025-11-20T23:11:17.737776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-11-20T23:11:17.751719] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OI'.
[2025-11-20T23:11:17.752187] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-11-20T23:11:17.753253] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-11-20T23:11:17.753327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:17.753376] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:17.753414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:17.753486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:17.821220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:17.822628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:17.822762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:17.822813] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:17.953455] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:17.953722] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:17.953783] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:17.953824] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:17.957934] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-11-20T23:11:17.958288] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-11-20T23:11:17.958449] [INFO ] [sig       ] OI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:18.107325] [INFO ] [LOCAL     ] Saved forecast: OI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/OI.txt
[2025-11-20T23:11:18.107571] [INFO ] [sig       ] [711/1341] Completed OI in 0.4s | 2.70 sym/s | Total: 4.4m | ETA: 3.9m
[2025-11-20T23:11:18.107677] [INFO ] [sig       ] [712/1341] Forecasting OIA...
[2025-11-20T23:11:18.107727] [INFO ] [sig       ] Generating forecast for: OIA
[2025-11-20T23:11:18.107775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-11-20T23:11:18.120283] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OIA'.
[2025-11-20T23:11:18.120804] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-11-20T23:11:18.121726] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-11-20T23:11:18.121795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:18.121842] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:18.121883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:18.121953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:18.189637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:18.190668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:18.190779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:18.190828] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:18.318538] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:18.318809] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:18.318869] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:18.318903] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:18.323018] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=50.42%)
[2025-11-20T23:11:18.323379] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-11-20T23:11:18.323544] [INFO ] [sig       ] OIA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:18.466521] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/OIA.txt
[2025-11-20T23:11:18.466788] [INFO ] [sig       ] [712/1341] Completed OIA in 0.4s | 2.70 sym/s | Total: 4.4m | ETA: 3.9m
[2025-11-20T23:11:18.466880] [INFO ] [sig       ] [713/1341] Forecasting OII...
[2025-11-20T23:11:18.466934] [INFO ] [sig       ] Generating forecast for: OII
[2025-11-20T23:11:18.466981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-11-20T23:11:18.480154] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OII'.
[2025-11-20T23:11:18.480574] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-11-20T23:11:18.481476] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-11-20T23:11:18.481548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:18.481596] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:18.481636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:18.481728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:18.548717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:18.549817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:18.549930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:18.549979] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:18.674389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:18.674627] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:18.674707] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:18.674748] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:18.678684] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-11-20T23:11:18.679013] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-11-20T23:11:18.679174] [INFO ] [sig       ] OII: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:18.820697] [INFO ] [LOCAL     ] Saved forecast: OII	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/OII.txt
[2025-11-20T23:11:18.820967] [INFO ] [sig       ] [713/1341] Completed OII in 0.4s | 2.70 sym/s | Total: 4.4m | ETA: 3.9m
[2025-11-20T23:11:18.821057] [INFO ] [sig       ] [714/1341] Forecasting OIS...
[2025-11-20T23:11:18.821104] [INFO ] [sig       ] Generating forecast for: OIS
[2025-11-20T23:11:18.821150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-11-20T23:11:18.834344] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OIS'.
[2025-11-20T23:11:18.834891] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-11-20T23:11:18.835796] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-11-20T23:11:18.835866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:18.835910] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:18.835946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:18.836015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:18.904817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:18.905531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:18.905629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:18.905693] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:19.013793] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:19.013958] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:19.014003] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:19.014036] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:19.017476] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-11-20T23:11:19.017797] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-11-20T23:11:19.017954] [INFO ] [sig       ] OIS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:19.157479] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/OIS.txt
[2025-11-20T23:11:19.157626] [INFO ] [sig       ] [714/1341] Completed OIS in 0.3s | 2.70 sym/s | Total: 4.4m | ETA: 3.9m
[2025-11-20T23:11:19.157698] [INFO ] [sig       ] [715/1341] Forecasting OKE...
[2025-11-20T23:11:19.157745] [INFO ] [sig       ] Generating forecast for: OKE
[2025-11-20T23:11:19.157791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-11-20T23:11:19.169400] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OKE'.
[2025-11-20T23:11:19.169829] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-11-20T23:11:19.170620] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-11-20T23:11:19.170710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:19.170756] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:19.170799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:19.170868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:19.236820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:19.237481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:19.237580] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:19.237627] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:19.359095] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:19.359316] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:19.359363] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:19.359395] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:19.362992] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: DOWN (p=43.65%)
[2025-11-20T23:11:19.363290] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-11-20T23:11:19.363433] [INFO ] [sig       ] OKE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:19.503653] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/OKE.txt
[2025-11-20T23:11:19.503796] [INFO ] [sig       ] [715/1341] Completed OKE in 0.3s | 2.70 sym/s | Total: 4.4m | ETA: 3.9m
[2025-11-20T23:11:19.503848] [INFO ] [sig       ] [716/1341] Forecasting OLN...
[2025-11-20T23:11:19.503890] [INFO ] [sig       ] Generating forecast for: OLN
[2025-11-20T23:11:19.503929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-11-20T23:11:19.515602] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OLN'.
[2025-11-20T23:11:19.515998] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-11-20T23:11:19.516832] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-11-20T23:11:19.516921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:19.516967] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:19.517005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:19.517077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:19.587774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:19.588492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:19.588590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:19.588638] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:19.694322] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:19.694538] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:19.694584] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:19.694618] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:19.698142] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=80.37%)
[2025-11-20T23:11:19.698448] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-11-20T23:11:19.698591] [INFO ] [sig       ] OLN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:19.838835] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/OLN.txt
[2025-11-20T23:11:19.839011] [INFO ] [sig       ] [716/1341] Completed OLN in 0.3s | 2.70 sym/s | Total: 4.4m | ETA: 3.9m
[2025-11-20T23:11:19.839065] [INFO ] [sig       ] [717/1341] Forecasting OLP...
[2025-11-20T23:11:19.839135] [INFO ] [sig       ] Generating forecast for: OLP
[2025-11-20T23:11:19.839189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-11-20T23:11:19.850397] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OLP'.
[2025-11-20T23:11:19.850750] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-11-20T23:11:19.851531] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-11-20T23:11:19.851601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:19.851664] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:19.851705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:19.851774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:19.917691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:19.918309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:19.918403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:19.918448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:20.029766] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:20.030017] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:20.030067] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:20.030103] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:20.034047] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=75.99%)
[2025-11-20T23:11:20.034563] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-11-20T23:11:20.034823] [INFO ] [sig       ] OLP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:20.188688] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/OLP.txt
[2025-11-20T23:11:20.188940] [INFO ] [sig       ] [717/1341] Completed OLP in 0.3s | 2.70 sym/s | Total: 4.4m | ETA: 3.9m
[2025-11-20T23:11:20.189006] [INFO ] [sig       ] [718/1341] Forecasting OMC...
[2025-11-20T23:11:20.189051] [INFO ] [sig       ] Generating forecast for: OMC
[2025-11-20T23:11:20.189097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-11-20T23:11:20.202609] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OMC'.
[2025-11-20T23:11:20.203145] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-11-20T23:11:20.204043] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-11-20T23:11:20.204116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:20.204163] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:20.204205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:20.204277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:20.274227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:20.275243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:20.275350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:20.275398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:20.393796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:20.394021] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:20.394069] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:20.394103] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:20.397721] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-11-20T23:11:20.398039] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-11-20T23:11:20.398193] [INFO ] [sig       ] OMC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:20.537926] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/OMC.txt
[2025-11-20T23:11:20.538120] [INFO ] [sig       ] [718/1341] Completed OMC in 0.3s | 2.70 sym/s | Total: 4.4m | ETA: 3.8m
[2025-11-20T23:11:20.538177] [INFO ] [sig       ] [719/1341] Forecasting OMF...
[2025-11-20T23:11:20.538243] [INFO ] [sig       ] Generating forecast for: OMF
[2025-11-20T23:11:20.538283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-11-20T23:11:20.550772] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OMF'.
[2025-11-20T23:11:20.551176] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-11-20T23:11:20.552014] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-11-20T23:11:20.552085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:20.552129] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:20.552168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:20.552236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:20.619298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:20.620271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:20.620377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:20.620425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:20.736592] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:20.736824] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:20.736885] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:20.736921] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:20.740425] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: UP (p=84.75%)
[2025-11-20T23:11:20.740746] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-11-20T23:11:20.740905] [INFO ] [sig       ] OMF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:20.880563] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/OMF.txt
[2025-11-20T23:11:20.880757] [INFO ] [sig       ] [719/1341] Completed OMF in 0.3s | 2.70 sym/s | Total: 4.4m | ETA: 3.8m
[2025-11-20T23:11:20.880815] [INFO ] [sig       ] [720/1341] Forecasting OMI...
[2025-11-20T23:11:20.880857] [INFO ] [sig       ] Generating forecast for: OMI
[2025-11-20T23:11:20.880940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-11-20T23:11:20.892955] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OMI'.
[2025-11-20T23:11:20.893367] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-11-20T23:11:20.894184] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-11-20T23:11:20.894255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:20.894300] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:20.894339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:20.894409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:20.964370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:20.965213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:20.965314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:20.965362] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:21.091856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:21.092083] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:21.092144] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:21.092188] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:21.096959] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: UP (p=85.36%)
[2025-11-20T23:11:21.097348] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-11-20T23:11:21.097553] [INFO ] [sig       ] OMI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:21.250664] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/OMI.txt
[2025-11-20T23:11:21.250885] [INFO ] [sig       ] [720/1341] Completed OMI in 0.4s | 2.70 sym/s | Total: 4.4m | ETA: 3.8m
[2025-11-20T23:11:21.250980] [INFO ] [sig       ] [721/1341] Forecasting ONL...
[2025-11-20T23:11:21.251027] [INFO ] [sig       ] Generating forecast for: ONL
[2025-11-20T23:11:21.251074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-11-20T23:11:21.263360] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ONL'.
[2025-11-20T23:11:21.263898] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-11-20T23:11:21.264768] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-11-20T23:11:21.264839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:21.264904] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:21.264948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:21.265018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:21.333913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:21.334933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:21.335040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:21.335089] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:21.460658] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:21.460889] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:21.460937] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:21.460971] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:21.464608] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2025-11-20T23:11:21.464992] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-11-20T23:11:21.465160] [INFO ] [sig       ] ONL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:21.609986] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ONL.txt
[2025-11-20T23:11:21.610178] [INFO ] [sig       ] [721/1341] Completed ONL in 0.4s | 2.70 sym/s | Total: 4.4m | ETA: 3.8m
[2025-11-20T23:11:21.610232] [INFO ] [sig       ] [722/1341] Forecasting ONON...
[2025-11-20T23:11:21.610305] [INFO ] [sig       ] Generating forecast for: ONON
[2025-11-20T23:11:21.610366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-11-20T23:11:21.625171] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ONON'.
[2025-11-20T23:11:21.625752] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-11-20T23:11:21.626697] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-11-20T23:11:21.626770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:21.626821] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:21.626883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:21.626960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:21.697842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:21.699034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:21.699156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:21.699208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:21.827475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:21.827749] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:21.827811] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:21.827847] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:21.831812] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=11.28%)
[2025-11-20T23:11:21.832147] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-11-20T23:11:21.832312] [INFO ] [sig       ] ONON: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:21.975803] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ONON.txt
[2025-11-20T23:11:21.976025] [INFO ] [sig       ] [722/1341] Completed ONON in 0.4s | 2.70 sym/s | Total: 4.5m | ETA: 3.8m
[2025-11-20T23:11:21.976107] [INFO ] [sig       ] [723/1341] Forecasting ONTF...
[2025-11-20T23:11:21.976161] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-11-20T23:11:21.976208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-11-20T23:11:21.989452] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ONTF'.
[2025-11-20T23:11:21.990002] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-11-20T23:11:21.991108] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-11-20T23:11:21.991187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:21.991236] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:21.991276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:21.991349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:22.059399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:22.060594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:22.060730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:22.060778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:22.183117] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:22.183365] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:22.183419] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:22.183453] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:22.187463] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=46.73%)
[2025-11-20T23:11:22.187818] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-11-20T23:11:22.187997] [INFO ] [sig       ] ONTF: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:22.328198] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ONTF.txt
[2025-11-20T23:11:22.328397] [INFO ] [sig       ] [723/1341] Completed ONTF in 0.4s | 2.70 sym/s | Total: 4.5m | ETA: 3.8m
[2025-11-20T23:11:22.328457] [INFO ] [sig       ] [724/1341] Forecasting ONTO...
[2025-11-20T23:11:22.328502] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-11-20T23:11:22.328573] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-11-20T23:11:22.341847] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ONTO'.
[2025-11-20T23:11:22.342279] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-11-20T23:11:22.343189] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-11-20T23:11:22.343261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:22.343310] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:22.343350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:22.343426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:22.410770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:22.411790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:22.411896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:22.411943] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:22.539220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:22.539466] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:22.539520] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:22.539554] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:22.543445] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: UP (p=80.25%)
[2025-11-20T23:11:22.543802] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-11-20T23:11:22.543978] [INFO ] [sig       ] ONTO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:22.692177] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ONTO.txt
[2025-11-20T23:11:22.692413] [INFO ] [sig       ] [724/1341] Completed ONTO in 0.4s | 2.70 sym/s | Total: 4.5m | ETA: 3.8m
[2025-11-20T23:11:22.692509] [INFO ] [sig       ] [725/1341] Forecasting OOMA...
[2025-11-20T23:11:22.692570] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-11-20T23:11:22.692617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-11-20T23:11:22.706575] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OOMA'.
[2025-11-20T23:11:22.707196] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-11-20T23:11:22.708143] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-11-20T23:11:22.708218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:22.708268] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:22.708310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:22.708385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:22.779461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:22.780849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:22.781042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:22.781093] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:22.909739] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:22.909987] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:22.910042] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:22.910077] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:22.914170] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: UP (p=93.59%)
[2025-11-20T23:11:22.914520] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-11-20T23:11:22.914712] [INFO ] [sig       ] OOMA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:23.059455] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/OOMA.txt
[2025-11-20T23:11:23.059779] [INFO ] [sig       ] [725/1341] Completed OOMA in 0.4s | 2.70 sym/s | Total: 4.5m | ETA: 3.8m
[2025-11-20T23:11:23.059853] [INFO ] [sig       ] [726/1341] Forecasting OPAD...
[2025-11-20T23:11:23.059898] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-11-20T23:11:23.059940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-11-20T23:11:23.074208] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OPAD'.
[2025-11-20T23:11:23.074668] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-11-20T23:11:23.075589] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-11-20T23:11:23.075682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:23.075733] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:23.075776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:23.075854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:23.145389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:23.146555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:23.146695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:23.146748] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:23.281576] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:23.281853] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:23.281909] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:23.281947] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:23.286020] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=23.42%)
[2025-11-20T23:11:23.286364] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-11-20T23:11:23.286551] [INFO ] [sig       ] OPAD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:23.431442] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/OPAD.txt
[2025-11-20T23:11:23.431703] [INFO ] [sig       ] [726/1341] Completed OPAD in 0.4s | 2.70 sym/s | Total: 4.5m | ETA: 3.8m
[2025-11-20T23:11:23.431798] [INFO ] [sig       ] [727/1341] Forecasting OPFI...
[2025-11-20T23:11:23.431854] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-11-20T23:11:23.431898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-11-20T23:11:23.446136] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OPFI'.
[2025-11-20T23:11:23.446693] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-11-20T23:11:23.447636] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-11-20T23:11:23.447743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:23.447783] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:23.447820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:23.447898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:23.522500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:23.523759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:23.523879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:23.523930] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:23.669827] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:23.670082] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:23.670139] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:23.670176] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:23.674399] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: UP (p=71.58%)
[2025-11-20T23:11:23.674878] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-11-20T23:11:23.675083] [INFO ] [sig       ] OPFI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:23.824158] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/OPFI.txt
[2025-11-20T23:11:23.824434] [INFO ] [sig       ] [727/1341] Completed OPFI in 0.4s | 2.70 sym/s | Total: 4.5m | ETA: 3.8m
[2025-11-20T23:11:23.824548] [INFO ] [sig       ] [728/1341] Forecasting OPP...
[2025-11-20T23:11:23.824621] [INFO ] [sig       ] Generating forecast for: OPP
[2025-11-20T23:11:23.824696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-11-20T23:11:23.838277] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OPP'.
[2025-11-20T23:11:23.838740] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-11-20T23:11:23.839683] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-11-20T23:11:23.839758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:23.839809] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:23.839851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:23.839927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:23.911868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:23.913002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:23.913115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:23.913167] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:24.040098] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:24.040342] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:24.040399] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:24.040457] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:24.044552] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2025-11-20T23:11:24.044912] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-11-20T23:11:24.045084] [INFO ] [sig       ] OPP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:24.190196] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/OPP.txt
[2025-11-20T23:11:24.190429] [INFO ] [sig       ] [728/1341] Completed OPP in 0.4s | 2.70 sym/s | Total: 4.5m | ETA: 3.8m
[2025-11-20T23:11:24.190520] [INFO ] [sig       ] [729/1341] Forecasting OR...
[2025-11-20T23:11:24.190577] [INFO ] [sig       ] Generating forecast for: OR
[2025-11-20T23:11:24.190621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OR' from 'https://tdm.silogroup.org/data/derivative_storage/OR.csv'.
[2025-11-20T23:11:24.205052] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OR'.
[2025-11-20T23:11:24.205609] [INFO ] [FORECASTER] Starting predict_future for OR
[2025-11-20T23:11:24.206571] [DEBUG] [LOCAL     ] No optimal features file found for OR: ./output/feature-sets/OR.txt
[2025-11-20T23:11:24.206670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:24.206723] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:24.206767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:24.206842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:24.279033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:24.280134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:24.280248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:24.280296] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:24.407599] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:24.407863] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:24.407919] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:24.407965] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:24.412108] [DEBUG] [FORECASTER] OR: Forecast T+1@11:T+2@11: UP (p=72.40%)
[2025-11-20T23:11:24.412449] [INFO ] [FORECASTER] Completed predict_future for OR
[2025-11-20T23:11:24.412690] [INFO ] [sig       ] OR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:24.558361] [INFO ] [LOCAL     ] Saved forecast: OR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/OR.txt
[2025-11-20T23:11:24.558578] [INFO ] [sig       ] [729/1341] Completed OR in 0.4s | 2.70 sym/s | Total: 4.5m | ETA: 3.8m
[2025-11-20T23:11:24.558686] [INFO ] [sig       ] [730/1341] Forecasting ORA...
[2025-11-20T23:11:24.558731] [INFO ] [sig       ] Generating forecast for: ORA
[2025-11-20T23:11:24.558777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-11-20T23:11:24.571837] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ORA'.
[2025-11-20T23:11:24.572315] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-11-20T23:11:24.573203] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-11-20T23:11:24.573275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:24.573322] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:24.573363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:24.573434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:24.641300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:24.642452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:24.642564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:24.642633] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:24.767119] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:24.767374] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:24.767427] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:24.767461] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:24.771390] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: UP (p=74.81%)
[2025-11-20T23:11:24.771745] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-11-20T23:11:24.771948] [INFO ] [sig       ] ORA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:24.918354] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ORA.txt
[2025-11-20T23:11:24.918849] [INFO ] [sig       ] [730/1341] Completed ORA in 0.4s | 2.70 sym/s | Total: 4.5m | ETA: 3.8m
[2025-11-20T23:11:24.918933] [INFO ] [sig       ] [731/1341] Forecasting ORC...
[2025-11-20T23:11:24.918982] [INFO ] [sig       ] Generating forecast for: ORC
[2025-11-20T23:11:24.919032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-11-20T23:11:24.933229] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ORC'.
[2025-11-20T23:11:24.933736] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-11-20T23:11:24.934621] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-11-20T23:11:24.934713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:24.934760] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:24.934803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:24.934873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:25.002459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:25.003591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:25.003735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:25.003800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:25.117500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:25.117750] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:25.117819] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:25.117867] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:25.121707] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-11-20T23:11:25.122051] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-11-20T23:11:25.122207] [INFO ] [sig       ] ORC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:25.267351] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ORC.txt
[2025-11-20T23:11:25.267524] [INFO ] [sig       ] [731/1341] Completed ORC in 0.3s | 2.70 sym/s | Total: 4.5m | ETA: 3.8m
[2025-11-20T23:11:25.267578] [INFO ] [sig       ] [732/1341] Forecasting ORN...
[2025-11-20T23:11:25.267620] [INFO ] [sig       ] Generating forecast for: ORN
[2025-11-20T23:11:25.267705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-11-20T23:11:25.278968] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ORN'.
[2025-11-20T23:11:25.279356] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-11-20T23:11:25.280160] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-11-20T23:11:25.280230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:25.280275] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:25.280314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:25.280397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:25.346986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:25.347615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:25.347751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:25.347810] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:25.446653] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:25.446835] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:25.446901] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:25.446942] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:25.450407] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2025-11-20T23:11:25.450716] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-11-20T23:11:25.450886] [INFO ] [sig       ] ORN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:25.592596] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ORN.txt
[2025-11-20T23:11:25.592772] [INFO ] [sig       ] [732/1341] Completed ORN in 0.3s | 2.70 sym/s | Total: 4.5m | ETA: 3.8m
[2025-11-20T23:11:25.592828] [INFO ] [sig       ] [733/1341] Forecasting OSCR...
[2025-11-20T23:11:25.592870] [INFO ] [sig       ] Generating forecast for: OSCR
[2025-11-20T23:11:25.592943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSCR' from 'https://tdm.silogroup.org/data/derivative_storage/OSCR.csv'.
[2025-11-20T23:11:25.605448] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OSCR'.
[2025-11-20T23:11:25.605900] [INFO ] [FORECASTER] Starting predict_future for OSCR
[2025-11-20T23:11:25.606722] [DEBUG] [LOCAL     ] No optimal features file found for OSCR: ./output/feature-sets/OSCR.txt
[2025-11-20T23:11:25.606792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:25.606837] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:25.606900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:25.606971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:25.674330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:25.675081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:25.675197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:25.675251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:25.771447] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:25.771676] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:25.771745] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:25.771791] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:25.775280] [DEBUG] [FORECASTER] OSCR: Forecast T+1@11:T+2@11: DOWN (p=25.97%)
[2025-11-20T23:11:25.775586] [INFO ] [FORECASTER] Completed predict_future for OSCR
[2025-11-20T23:11:25.775767] [INFO ] [sig       ] OSCR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:25.922959] [INFO ] [LOCAL     ] Saved forecast: OSCR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/OSCR.txt
[2025-11-20T23:11:25.923513] [INFO ] [sig       ] [733/1341] Completed OSCR in 0.3s | 2.70 sym/s | Total: 4.5m | ETA: 3.7m
[2025-11-20T23:11:25.923591] [INFO ] [sig       ] [734/1341] Forecasting OTIS...
[2025-11-20T23:11:25.923678] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-11-20T23:11:25.923738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-11-20T23:11:25.936971] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OTIS'.
[2025-11-20T23:11:25.937509] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-11-20T23:11:25.938444] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-11-20T23:11:25.938530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:25.938589] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:25.938666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:25.938742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:26.005603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:26.006719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:26.006837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:26.006901] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:26.111123] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:26.111357] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:26.111406] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:26.111440] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:26.115161] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: UP (p=77.11%)
[2025-11-20T23:11:26.115499] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-11-20T23:11:26.115682] [INFO ] [sig       ] OTIS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:26.255755] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/OTIS.txt
[2025-11-20T23:11:26.255937] [INFO ] [sig       ] [734/1341] Completed OTIS in 0.3s | 2.70 sym/s | Total: 4.5m | ETA: 3.7m
[2025-11-20T23:11:26.255992] [INFO ] [sig       ] [735/1341] Forecasting OUT...
[2025-11-20T23:11:26.256036] [INFO ] [sig       ] Generating forecast for: OUT
[2025-11-20T23:11:26.256120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OUT' from 'https://tdm.silogroup.org/data/derivative_storage/OUT.csv'.
[2025-11-20T23:11:26.268386] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OUT'.
[2025-11-20T23:11:26.268801] [INFO ] [FORECASTER] Starting predict_future for OUT
[2025-11-20T23:11:26.269596] [DEBUG] [LOCAL     ] No optimal features file found for OUT: ./output/feature-sets/OUT.txt
[2025-11-20T23:11:26.269687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:26.269736] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:26.269778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:26.269847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:26.336133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:26.336840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:26.336971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:26.337028] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:26.439495] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:26.439692] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:26.439740] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:26.439773] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:26.443168] [DEBUG] [FORECASTER] OUT: Forecast T+1@11:T+2@11: UP (p=93.50%)
[2025-11-20T23:11:26.443477] [INFO ] [FORECASTER] Completed predict_future for OUT
[2025-11-20T23:11:26.443631] [INFO ] [sig       ] OUT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:26.591800] [INFO ] [LOCAL     ] Saved forecast: OUT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/OUT.txt
[2025-11-20T23:11:26.593202] [INFO ] [sig       ] [735/1341] Completed OUT in 0.3s | 2.70 sym/s | Total: 4.5m | ETA: 3.7m
[2025-11-20T23:11:26.593264] [INFO ] [sig       ] [736/1341] Forecasting OVV...
[2025-11-20T23:11:26.593308] [INFO ] [sig       ] Generating forecast for: OVV
[2025-11-20T23:11:26.593350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVV' from 'https://tdm.silogroup.org/data/derivative_storage/OVV.csv'.
[2025-11-20T23:11:26.606168] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OVV'.
[2025-11-20T23:11:26.606554] [INFO ] [FORECASTER] Starting predict_future for OVV
[2025-11-20T23:11:26.607443] [DEBUG] [LOCAL     ] No optimal features file found for OVV: ./output/feature-sets/OVV.txt
[2025-11-20T23:11:26.607514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:26.607570] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:26.607612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:26.607736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:26.673723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:26.674411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:26.674519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:26.674577] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:26.782092] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:26.782297] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:26.782343] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:26.782377] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:26.785986] [DEBUG] [FORECASTER] OVV: Forecast T+1@11:T+2@11: DOWN (p=15.25%)
[2025-11-20T23:11:26.786281] [INFO ] [FORECASTER] Completed predict_future for OVV
[2025-11-20T23:11:26.786419] [INFO ] [sig       ] OVV: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:26.929459] [INFO ] [LOCAL     ] Saved forecast: OVV	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/OVV.txt
[2025-11-20T23:11:26.929729] [INFO ] [sig       ] [736/1341] Completed OVV in 0.3s | 2.70 sym/s | Total: 4.5m | ETA: 3.7m
[2025-11-20T23:11:26.929803] [INFO ] [sig       ] [737/1341] Forecasting OWL...
[2025-11-20T23:11:26.929863] [INFO ] [sig       ] Generating forecast for: OWL
[2025-11-20T23:11:26.929923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-11-20T23:11:26.942439] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OWL'.
[2025-11-20T23:11:26.942978] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-11-20T23:11:26.943956] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-11-20T23:11:26.944034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:26.944081] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:26.944121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:26.944189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:27.011936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:27.012832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:27.012939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:27.012987] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:27.117730] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:27.117932] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:27.117977] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:27.118010] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:27.121387] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=50.61%)
[2025-11-20T23:11:27.121729] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-11-20T23:11:27.121899] [INFO ] [sig       ] OWL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:27.262254] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/OWL.txt
[2025-11-20T23:11:27.262432] [INFO ] [sig       ] [737/1341] Completed OWL in 0.3s | 2.70 sym/s | Total: 4.5m | ETA: 3.7m
[2025-11-20T23:11:27.262489] [INFO ] [sig       ] [738/1341] Forecasting OWLT...
[2025-11-20T23:11:27.262531] [INFO ] [sig       ] Generating forecast for: OWLT
[2025-11-20T23:11:27.262608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWLT' from 'https://tdm.silogroup.org/data/derivative_storage/OWLT.csv'.
[2025-11-20T23:11:27.273501] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OWLT'.
[2025-11-20T23:11:27.273858] [INFO ] [FORECASTER] Starting predict_future for OWLT
[2025-11-20T23:11:27.274624] [DEBUG] [LOCAL     ] No optimal features file found for OWLT: ./output/feature-sets/OWLT.txt
[2025-11-20T23:11:27.274724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:27.274770] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:27.274810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:27.274878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:27.345273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:27.346388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:27.346495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:27.346544] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:27.465982] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:27.466187] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:27.466236] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:27.466269] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:27.470022] [DEBUG] [FORECASTER] OWLT: Forecast T+1@11:T+2@11: UP (p=91.82%)
[2025-11-20T23:11:27.470550] [INFO ] [FORECASTER] Completed predict_future for OWLT
[2025-11-20T23:11:27.470808] [INFO ] [sig       ] OWLT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:27.613227] [INFO ] [LOCAL     ] Saved forecast: OWLT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/OWLT.txt
[2025-11-20T23:11:27.613424] [INFO ] [sig       ] [738/1341] Completed OWLT in 0.4s | 2.70 sym/s | Total: 4.5m | ETA: 3.7m
[2025-11-20T23:11:27.613511] [INFO ] [sig       ] [739/1341] Forecasting OXM...
[2025-11-20T23:11:27.613561] [INFO ] [sig       ] Generating forecast for: OXM
[2025-11-20T23:11:27.613601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-11-20T23:11:27.625708] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'OXM'.
[2025-11-20T23:11:27.626162] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-11-20T23:11:27.627069] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-11-20T23:11:27.627142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:27.627202] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:27.627254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:27.627327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:27.697214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:27.698358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:27.698465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:27.698526] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:27.805300] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:27.805536] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:27.805586] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:27.805626] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:27.809452] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: DOWN (p=26.70%)
[2025-11-20T23:11:27.809957] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-11-20T23:11:27.810180] [INFO ] [sig       ] OXM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:27.952267] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/OXM.txt
[2025-11-20T23:11:27.952448] [INFO ] [sig       ] [739/1341] Completed OXM in 0.3s | 2.70 sym/s | Total: 4.6m | ETA: 3.7m
[2025-11-20T23:11:27.952502] [INFO ] [sig       ] [740/1341] Forecasting PAAS...
[2025-11-20T23:11:27.952571] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-11-20T23:11:27.952667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-11-20T23:11:27.964481] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PAAS'.
[2025-11-20T23:11:27.964957] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-11-20T23:11:27.965810] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-11-20T23:11:27.965881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:27.965929] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:27.965981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:27.966057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:28.034527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:28.035396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:28.035511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:28.035563] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:28.143336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:28.143537] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:28.143584] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:28.143617] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:28.147130] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: DOWN (p=11.55%)
[2025-11-20T23:11:28.147421] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-11-20T23:11:28.147563] [INFO ] [sig       ] PAAS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:28.292025] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PAAS.txt
[2025-11-20T23:11:28.292208] [INFO ] [sig       ] [740/1341] Completed PAAS in 0.3s | 2.71 sym/s | Total: 4.6m | ETA: 3.7m
[2025-11-20T23:11:28.292263] [INFO ] [sig       ] [741/1341] Forecasting PAC...
[2025-11-20T23:11:28.292339] [INFO ] [sig       ] Generating forecast for: PAC
[2025-11-20T23:11:28.292470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-11-20T23:11:28.305683] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PAC'.
[2025-11-20T23:11:28.306223] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-11-20T23:11:28.310308] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-11-20T23:11:28.310405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:28.310454] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:28.310507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:28.310617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:28.383119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:28.384351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:28.384456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:28.384520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:28.490366] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:28.490587] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:28.490682] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:28.490739] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:28.494436] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-11-20T23:11:28.494786] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-11-20T23:11:28.494966] [INFO ] [sig       ] PAC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:28.648102] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PAC.txt
[2025-11-20T23:11:28.648320] [INFO ] [sig       ] [741/1341] Completed PAC in 0.4s | 2.71 sym/s | Total: 4.6m | ETA: 3.7m
[2025-11-20T23:11:28.648376] [INFO ] [sig       ] [742/1341] Forecasting PACK...
[2025-11-20T23:11:28.648472] [INFO ] [sig       ] Generating forecast for: PACK
[2025-11-20T23:11:28.648527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-11-20T23:11:28.661019] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PACK'.
[2025-11-20T23:11:28.661560] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-11-20T23:11:28.662459] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-11-20T23:11:28.662533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:28.662578] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:28.662618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:28.662713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:28.732322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:28.733375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:28.733494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:28.733542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:28.867699] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:28.867951] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:28.868006] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:28.868041] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:28.872268] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: DOWN (p=42.16%)
[2025-11-20T23:11:28.872897] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-11-20T23:11:28.873135] [INFO ] [sig       ] PACK: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:29.118236] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PACK.txt
[2025-11-20T23:11:29.118726] [INFO ] [sig       ] [742/1341] Completed PACK in 0.5s | 2.70 sym/s | Total: 4.6m | ETA: 3.7m
[2025-11-20T23:11:29.118824] [INFO ] [sig       ] [743/1341] Forecasting PAG...
[2025-11-20T23:11:29.118893] [INFO ] [sig       ] Generating forecast for: PAG
[2025-11-20T23:11:29.118962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAG' from 'https://tdm.silogroup.org/data/derivative_storage/PAG.csv'.
[2025-11-20T23:11:29.137935] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PAG'.
[2025-11-20T23:11:29.138796] [INFO ] [FORECASTER] Starting predict_future for PAG
[2025-11-20T23:11:29.140053] [DEBUG] [LOCAL     ] No optimal features file found for PAG: ./output/feature-sets/PAG.txt
[2025-11-20T23:11:29.140145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:29.140213] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:29.140275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:29.140384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:29.231010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:29.232195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:29.232336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:29.232404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:29.334011] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:29.334244] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:29.334297] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:29.334337] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:29.338562] [DEBUG] [FORECASTER] PAG: Forecast T+1@11:T+2@11: UP (p=91.35%)
[2025-11-20T23:11:29.338964] [INFO ] [FORECASTER] Completed predict_future for PAG
[2025-11-20T23:11:29.339136] [INFO ] [sig       ] PAG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:29.483348] [INFO ] [LOCAL     ] Saved forecast: PAG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PAG.txt
[2025-11-20T23:11:29.483554] [INFO ] [sig       ] [743/1341] Completed PAG in 0.4s | 2.70 sym/s | Total: 4.6m | ETA: 3.7m
[2025-11-20T23:11:29.483610] [INFO ] [sig       ] [744/1341] Forecasting PAGS...
[2025-11-20T23:11:29.483713] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-11-20T23:11:29.483771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-11-20T23:11:29.496079] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PAGS'.
[2025-11-20T23:11:29.496574] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-11-20T23:11:29.497523] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-11-20T23:11:29.497605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:29.497688] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:29.497749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:29.497850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:29.565988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:29.567169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:29.567282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:29.567347] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:29.698708] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:29.698947] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:29.698997] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:29.699030] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:29.702740] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-11-20T23:11:29.703054] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-11-20T23:11:29.703208] [INFO ] [sig       ] PAGS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:29.846397] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PAGS.txt
[2025-11-20T23:11:29.846564] [INFO ] [sig       ] [744/1341] Completed PAGS in 0.4s | 2.70 sym/s | Total: 4.6m | ETA: 3.7m
[2025-11-20T23:11:29.846617] [INFO ] [sig       ] [745/1341] Forecasting PAI...
[2025-11-20T23:11:29.846703] [INFO ] [sig       ] Generating forecast for: PAI
[2025-11-20T23:11:29.846750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAI' from 'https://tdm.silogroup.org/data/derivative_storage/PAI.csv'.
[2025-11-20T23:11:29.857738] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PAI'.
[2025-11-20T23:11:29.858047] [INFO ] [FORECASTER] Starting predict_future for PAI
[2025-11-20T23:11:29.858857] [DEBUG] [LOCAL     ] No optimal features file found for PAI: ./output/feature-sets/PAI.txt
[2025-11-20T23:11:29.858927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:29.858986] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:29.859027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:29.859096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:29.929722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:29.931027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:29.931162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:29.931213] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:30.040033] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:30.040243] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:30.040295] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:30.040330] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:30.044058] [DEBUG] [FORECASTER] PAI: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2025-11-20T23:11:30.044566] [INFO ] [FORECASTER] Completed predict_future for PAI
[2025-11-20T23:11:30.044827] [INFO ] [sig       ] PAI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:30.189074] [INFO ] [LOCAL     ] Saved forecast: PAI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PAI.txt
[2025-11-20T23:11:30.189261] [INFO ] [sig       ] [745/1341] Completed PAI in 0.3s | 2.70 sym/s | Total: 4.6m | ETA: 3.7m
[2025-11-20T23:11:30.189318] [INFO ] [sig       ] [746/1341] Forecasting PAM...
[2025-11-20T23:11:30.189363] [INFO ] [sig       ] Generating forecast for: PAM
[2025-11-20T23:11:30.189438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-11-20T23:11:30.201367] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PAM'.
[2025-11-20T23:11:30.201833] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-11-20T23:11:30.202719] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-11-20T23:11:30.202791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:30.202837] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:30.202878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:30.202963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:30.272775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:30.273568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:30.273692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:30.273743] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:30.388845] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:30.389093] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:30.389147] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:30.389182] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:30.393362] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-11-20T23:11:30.393726] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-11-20T23:11:30.393926] [INFO ] [sig       ] PAM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:30.543382] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PAM.txt
[2025-11-20T23:11:30.544146] [INFO ] [sig       ] [746/1341] Completed PAM in 0.4s | 2.70 sym/s | Total: 4.6m | ETA: 3.7m
[2025-11-20T23:11:30.544209] [INFO ] [sig       ] [747/1341] Forecasting PAR...
[2025-11-20T23:11:30.544254] [INFO ] [sig       ] Generating forecast for: PAR
[2025-11-20T23:11:30.544296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAR' from 'https://tdm.silogroup.org/data/derivative_storage/PAR.csv'.
[2025-11-20T23:11:30.556958] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PAR'.
[2025-11-20T23:11:30.557448] [INFO ] [FORECASTER] Starting predict_future for PAR
[2025-11-20T23:11:30.558301] [DEBUG] [LOCAL     ] No optimal features file found for PAR: ./output/feature-sets/PAR.txt
[2025-11-20T23:11:30.558373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:30.558424] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:30.558471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:30.558551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:30.627078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:30.628091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:30.628205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:30.628249] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:30.739906] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:30.740118] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:30.740169] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:30.740202] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:30.743741] [DEBUG] [FORECASTER] PAR: Forecast T+1@11:T+2@11: UP (p=64.20%)
[2025-11-20T23:11:30.744048] [INFO ] [FORECASTER] Completed predict_future for PAR
[2025-11-20T23:11:30.744208] [INFO ] [sig       ] PAR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:30.887198] [INFO ] [LOCAL     ] Saved forecast: PAR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PAR.txt
[2025-11-20T23:11:30.887856] [INFO ] [sig       ] [747/1341] Completed PAR in 0.3s | 2.71 sym/s | Total: 4.6m | ETA: 3.7m
[2025-11-20T23:11:30.887975] [INFO ] [sig       ] [748/1341] Forecasting PARR...
[2025-11-20T23:11:30.888023] [INFO ] [sig       ] Generating forecast for: PARR
[2025-11-20T23:11:30.888070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PARR' from 'https://tdm.silogroup.org/data/derivative_storage/PARR.csv'.
[2025-11-20T23:11:30.900367] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PARR'.
[2025-11-20T23:11:30.900835] [INFO ] [FORECASTER] Starting predict_future for PARR
[2025-11-20T23:11:30.901633] [DEBUG] [LOCAL     ] No optimal features file found for PARR: ./output/feature-sets/PARR.txt
[2025-11-20T23:11:30.901725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:30.901772] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:30.901812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:30.901885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:30.969192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:30.969846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:30.969956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:30.970008] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:31.078719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:31.078934] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:31.078982] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:31.079016] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:31.082459] [DEBUG] [FORECASTER] PARR: Forecast T+1@11:T+2@11: DOWN (p=29.19%)
[2025-11-20T23:11:31.082770] [INFO ] [FORECASTER] Completed predict_future for PARR
[2025-11-20T23:11:31.082918] [INFO ] [sig       ] PARR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:31.222627] [INFO ] [LOCAL     ] Saved forecast: PARR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PARR.txt
[2025-11-20T23:11:31.222810] [INFO ] [sig       ] [748/1341] Completed PARR in 0.3s | 2.71 sym/s | Total: 4.6m | ETA: 3.7m
[2025-11-20T23:11:31.222863] [INFO ] [sig       ] [749/1341] Forecasting PATH...
[2025-11-20T23:11:31.222912] [INFO ] [sig       ] Generating forecast for: PATH
[2025-11-20T23:11:31.223004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-11-20T23:11:31.235132] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PATH'.
[2025-11-20T23:11:31.235463] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-11-20T23:11:31.236261] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-11-20T23:11:31.236332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:31.236378] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:31.236419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:31.236488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:31.309544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:31.310586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:31.310723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:31.310783] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:31.428263] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:31.428478] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:31.428527] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:31.428561] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:31.432148] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=15.73%)
[2025-11-20T23:11:31.432486] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-11-20T23:11:31.432665] [INFO ] [sig       ] PATH: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:31.579072] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PATH.txt
[2025-11-20T23:11:31.579237] [INFO ] [sig       ] [749/1341] Completed PATH in 0.4s | 2.71 sym/s | Total: 4.6m | ETA: 3.6m
[2025-11-20T23:11:31.579291] [INFO ] [sig       ] [750/1341] Forecasting PAXS...
[2025-11-20T23:11:31.579363] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-11-20T23:11:31.579412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-11-20T23:11:31.591820] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PAXS'.
[2025-11-20T23:11:31.592215] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-11-20T23:11:31.593075] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-11-20T23:11:31.593147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:31.593194] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:31.593236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:31.593309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:31.661773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:31.662505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:31.662602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:31.662667] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:31.785610] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:31.785847] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:31.785900] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:31.785932] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:31.789466] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: DOWN (p=21.49%)
[2025-11-20T23:11:31.789932] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-11-20T23:11:31.790189] [INFO ] [sig       ] PAXS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:31.933872] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PAXS.txt
[2025-11-20T23:11:31.934037] [INFO ] [sig       ] [750/1341] Completed PAXS in 0.4s | 2.71 sym/s | Total: 4.6m | ETA: 3.6m
[2025-11-20T23:11:31.934089] [INFO ] [sig       ] [751/1341] Forecasting PAY...
[2025-11-20T23:11:31.934163] [INFO ] [sig       ] Generating forecast for: PAY
[2025-11-20T23:11:31.934206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-11-20T23:11:31.948570] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PAY'.
[2025-11-20T23:11:31.949150] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-11-20T23:11:31.950164] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-11-20T23:11:31.950246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:31.950299] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:31.950345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:31.950424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:32.020495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:32.021557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:32.021682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:32.021734] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:32.144228] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:32.144447] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:32.144497] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:32.144530] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:32.148108] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: UP (p=81.56%)
[2025-11-20T23:11:32.148456] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-11-20T23:11:32.148673] [INFO ] [sig       ] PAY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:32.299720] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PAY.txt
[2025-11-20T23:11:32.300003] [INFO ] [sig       ] [751/1341] Completed PAY in 0.4s | 2.71 sym/s | Total: 4.6m | ETA: 3.6m
[2025-11-20T23:11:32.300088] [INFO ] [sig       ] [752/1341] Forecasting PAYC...
[2025-11-20T23:11:32.300155] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-11-20T23:11:32.300209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-11-20T23:11:32.313963] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PAYC'.
[2025-11-20T23:11:32.314473] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-11-20T23:11:32.315404] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-11-20T23:11:32.315481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:32.315531] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:32.315573] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:32.315672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:32.387421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:32.388557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:32.388699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:32.388752] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:32.511365] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:32.511598] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:32.511669] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:32.511760] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:32.515920] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: DOWN (p=19.42%)
[2025-11-20T23:11:32.516343] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-11-20T23:11:32.516519] [INFO ] [sig       ] PAYC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:32.665408] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PAYC.txt
[2025-11-20T23:11:32.665702] [INFO ] [sig       ] [752/1341] Completed PAYC in 0.4s | 2.71 sym/s | Total: 4.6m | ETA: 3.6m
[2025-11-20T23:11:32.665759] [INFO ] [sig       ] [753/1341] Forecasting PB...
[2025-11-20T23:11:32.665806] [INFO ] [sig       ] Generating forecast for: PB
[2025-11-20T23:11:32.665852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-11-20T23:11:32.679404] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PB'.
[2025-11-20T23:11:32.679980] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-11-20T23:11:32.680902] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-11-20T23:11:32.680974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:32.681030] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:32.681073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:32.681152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:32.753405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:32.754602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:32.754749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:32.754800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:32.886656] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:32.886910] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:32.886966] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:32.887001] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:32.891763] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: DOWN (p=8.02%)
[2025-11-20T23:11:32.892287] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-11-20T23:11:32.892474] [INFO ] [sig       ] PB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:33.052383] [INFO ] [LOCAL     ] Saved forecast: PB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PB.txt
[2025-11-20T23:11:33.052619] [INFO ] [sig       ] [753/1341] Completed PB in 0.4s | 2.71 sym/s | Total: 4.6m | ETA: 3.6m
[2025-11-20T23:11:33.052731] [INFO ] [sig       ] [754/1341] Forecasting PBA...
[2025-11-20T23:11:33.052783] [INFO ] [sig       ] Generating forecast for: PBA
[2025-11-20T23:11:33.052826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-11-20T23:11:33.066027] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PBA'.
[2025-11-20T23:11:33.066524] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-11-20T23:11:33.067474] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-11-20T23:11:33.067548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:33.067596] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:33.067639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:33.067741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:33.137695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:33.138860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:33.138975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:33.139046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:33.260939] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:33.261179] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:33.261231] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:33.261265] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:33.265304] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: UP (p=88.51%)
[2025-11-20T23:11:33.265628] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-11-20T23:11:33.265822] [INFO ] [sig       ] PBA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:33.413978] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PBA.txt
[2025-11-20T23:11:33.414166] [INFO ] [sig       ] [754/1341] Completed PBA in 0.4s | 2.71 sym/s | Total: 4.6m | ETA: 3.6m
[2025-11-20T23:11:33.414223] [INFO ] [sig       ] [755/1341] Forecasting PBF...
[2025-11-20T23:11:33.414295] [INFO ] [sig       ] Generating forecast for: PBF
[2025-11-20T23:11:33.414347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-11-20T23:11:33.427285] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PBF'.
[2025-11-20T23:11:33.427677] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-11-20T23:11:33.428524] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-11-20T23:11:33.428596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:33.428667] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:33.428715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:33.428809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:33.498786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:33.499712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:33.499813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:33.499861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:33.627473] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:33.627695] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:33.627769] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:33.627815] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:33.631403] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=5.80%)
[2025-11-20T23:11:33.631740] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-11-20T23:11:33.631916] [INFO ] [sig       ] PBF: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:33.773184] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PBF.txt
[2025-11-20T23:11:33.773400] [INFO ] [sig       ] [755/1341] Completed PBF in 0.4s | 2.71 sym/s | Total: 4.7m | ETA: 3.6m
[2025-11-20T23:11:33.773497] [INFO ] [sig       ] [756/1341] Forecasting PBH...
[2025-11-20T23:11:33.773552] [INFO ] [sig       ] Generating forecast for: PBH
[2025-11-20T23:11:33.773596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-11-20T23:11:33.786349] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PBH'.
[2025-11-20T23:11:33.786748] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-11-20T23:11:33.787601] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-11-20T23:11:33.787699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:33.787749] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:33.787793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:33.787887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:33.856068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:33.856739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:33.856837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:33.856912] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:33.982183] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:33.982392] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:33.982441] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:33.982492] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:33.985962] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=20.52%)
[2025-11-20T23:11:33.986252] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-11-20T23:11:33.986398] [INFO ] [sig       ] PBH: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:34.128470] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PBH.txt
[2025-11-20T23:11:34.128690] [INFO ] [sig       ] [756/1341] Completed PBH in 0.4s | 2.71 sym/s | Total: 4.7m | ETA: 3.6m
[2025-11-20T23:11:34.128779] [INFO ] [sig       ] [757/1341] Forecasting PBI...
[2025-11-20T23:11:34.128836] [INFO ] [sig       ] Generating forecast for: PBI
[2025-11-20T23:11:34.128884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-11-20T23:11:34.144337] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PBI'.
[2025-11-20T23:11:34.144820] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-11-20T23:11:34.145675] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-11-20T23:11:34.145747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:34.145794] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:34.145836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:34.145905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:34.216390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:34.217430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:34.217561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:34.217614] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:34.339381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:34.339602] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:34.339670] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:34.339741] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:34.343337] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-11-20T23:11:34.343965] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-11-20T23:11:34.344209] [INFO ] [sig       ] PBI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:34.498336] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PBI.txt
[2025-11-20T23:11:34.498590] [INFO ] [sig       ] [757/1341] Completed PBI in 0.4s | 2.71 sym/s | Total: 4.7m | ETA: 3.6m
[2025-11-20T23:11:34.498726] [INFO ] [sig       ] [758/1341] Forecasting PBR...
[2025-11-20T23:11:34.498775] [INFO ] [sig       ] Generating forecast for: PBR
[2025-11-20T23:11:34.498820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBR' from 'https://tdm.silogroup.org/data/derivative_storage/PBR.csv'.
[2025-11-20T23:11:34.513288] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PBR'.
[2025-11-20T23:11:34.513865] [INFO ] [FORECASTER] Starting predict_future for PBR
[2025-11-20T23:11:34.514850] [DEBUG] [LOCAL     ] No optimal features file found for PBR: ./output/feature-sets/PBR.txt
[2025-11-20T23:11:34.514940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:34.514990] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:34.515034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:34.515128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:34.583529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:34.584781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:34.584902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:34.584957] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:34.713133] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:34.713362] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:34.713413] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:34.713449] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:34.717350] [DEBUG] [FORECASTER] PBR: Forecast T+1@11:T+2@11: DOWN (p=40.51%)
[2025-11-20T23:11:34.717707] [INFO ] [FORECASTER] Completed predict_future for PBR
[2025-11-20T23:11:34.717878] [INFO ] [sig       ] PBR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:34.865281] [INFO ] [LOCAL     ] Saved forecast: PBR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PBR.txt
[2025-11-20T23:11:34.865523] [INFO ] [sig       ] [758/1341] Completed PBR in 0.4s | 2.71 sym/s | Total: 4.7m | ETA: 3.6m
[2025-11-20T23:11:34.865610] [INFO ] [sig       ] [759/1341] Forecasting PBT...
[2025-11-20T23:11:34.865691] [INFO ] [sig       ] Generating forecast for: PBT
[2025-11-20T23:11:34.865758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBT' from 'https://tdm.silogroup.org/data/derivative_storage/PBT.csv'.
[2025-11-20T23:11:34.879578] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PBT'.
[2025-11-20T23:11:34.880032] [INFO ] [FORECASTER] Starting predict_future for PBT
[2025-11-20T23:11:34.880941] [DEBUG] [LOCAL     ] No optimal features file found for PBT: ./output/feature-sets/PBT.txt
[2025-11-20T23:11:34.881011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:34.881070] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:34.881114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:34.881197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:34.948811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:34.950010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:34.950123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:34.950184] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:35.080460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:35.080764] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:35.080988] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:35.081087] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:35.085252] [DEBUG] [FORECASTER] PBT: Forecast T+1@11:T+2@11: UP (p=62.45%)
[2025-11-20T23:11:35.085751] [INFO ] [FORECASTER] Completed predict_future for PBT
[2025-11-20T23:11:35.086061] [INFO ] [sig       ] PBT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:35.234821] [INFO ] [LOCAL     ] Saved forecast: PBT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PBT.txt
[2025-11-20T23:11:35.235059] [INFO ] [sig       ] [759/1341] Completed PBT in 0.4s | 2.71 sym/s | Total: 4.7m | ETA: 3.6m
[2025-11-20T23:11:35.235145] [INFO ] [sig       ] [760/1341] Forecasting PCF...
[2025-11-20T23:11:35.235205] [INFO ] [sig       ] Generating forecast for: PCF
[2025-11-20T23:11:35.235261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-11-20T23:11:35.248269] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PCF'.
[2025-11-20T23:11:35.248794] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-11-20T23:11:35.249749] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-11-20T23:11:35.249821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:35.249869] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:35.249911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:35.249984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:35.319371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:35.320582] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:35.320729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:35.320786] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:35.450530] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:35.450796] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:35.450885] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:35.450932] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:35.455025] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=91.96%)
[2025-11-20T23:11:35.455389] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-11-20T23:11:35.455570] [INFO ] [sig       ] PCF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:35.616824] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PCF.txt
[2025-11-20T23:11:35.617165] [INFO ] [sig       ] [760/1341] Completed PCF in 0.4s | 2.71 sym/s | Total: 4.7m | ETA: 3.6m
[2025-11-20T23:11:35.617235] [INFO ] [sig       ] [761/1341] Forecasting PCG...
[2025-11-20T23:11:35.617285] [INFO ] [sig       ] Generating forecast for: PCG
[2025-11-20T23:11:35.617330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-11-20T23:11:35.632080] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PCG'.
[2025-11-20T23:11:35.632744] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-11-20T23:11:35.634028] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-11-20T23:11:35.634104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:35.634167] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:35.634215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:35.634333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:35.704319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:35.705526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:35.705681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:35.705737] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:35.841061] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:35.841299] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:35.841368] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:35.841412] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:35.845452] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: DOWN (p=49.04%)
[2025-11-20T23:11:35.845816] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-11-20T23:11:35.846016] [INFO ] [sig       ] PCG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:35.987892] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PCG.txt
[2025-11-20T23:11:35.988175] [INFO ] [sig       ] [761/1341] Completed PCG in 0.4s | 2.71 sym/s | Total: 4.7m | ETA: 3.6m
[2025-11-20T23:11:35.988251] [INFO ] [sig       ] [762/1341] Forecasting PCM...
[2025-11-20T23:11:35.988300] [INFO ] [sig       ] Generating forecast for: PCM
[2025-11-20T23:11:35.988349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-11-20T23:11:36.000918] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PCM'.
[2025-11-20T23:11:36.001455] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-11-20T23:11:36.002496] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-11-20T23:11:36.002569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:36.002618] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:36.002682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:36.002757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:36.070714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:36.071861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:36.071977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:36.072026] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:36.203947] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:36.204221] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:36.204300] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:36.204337] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:36.208744] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=94.88%)
[2025-11-20T23:11:36.209149] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-11-20T23:11:36.209322] [INFO ] [sig       ] PCM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:36.360939] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PCM.txt
[2025-11-20T23:11:36.361193] [INFO ] [sig       ] [762/1341] Completed PCM in 0.4s | 2.71 sym/s | Total: 4.7m | ETA: 3.6m
[2025-11-20T23:11:36.361253] [INFO ] [sig       ] [763/1341] Forecasting PCN...
[2025-11-20T23:11:36.361298] [INFO ] [sig       ] Generating forecast for: PCN
[2025-11-20T23:11:36.361376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-11-20T23:11:36.375397] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PCN'.
[2025-11-20T23:11:36.375851] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-11-20T23:11:36.376789] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-11-20T23:11:36.376862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:36.376943] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:36.376992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:36.377074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:36.445699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:36.446894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:36.447007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:36.447056] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:36.575875] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:36.576109] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:36.576161] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:36.576194] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:36.580392] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=98.43%)
[2025-11-20T23:11:36.580860] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-11-20T23:11:36.581056] [INFO ] [sig       ] PCN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:36.728897] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PCN.txt
[2025-11-20T23:11:36.729179] [INFO ] [sig       ] [763/1341] Completed PCN in 0.4s | 2.71 sym/s | Total: 4.7m | ETA: 3.6m
[2025-11-20T23:11:36.729243] [INFO ] [sig       ] [764/1341] Forecasting PCOR...
[2025-11-20T23:11:36.729305] [INFO ] [sig       ] Generating forecast for: PCOR
[2025-11-20T23:11:36.729359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCOR' from 'https://tdm.silogroup.org/data/derivative_storage/PCOR.csv'.
[2025-11-20T23:11:36.742535] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PCOR'.
[2025-11-20T23:11:36.743116] [INFO ] [FORECASTER] Starting predict_future for PCOR
[2025-11-20T23:11:36.744107] [DEBUG] [LOCAL     ] No optimal features file found for PCOR: ./output/feature-sets/PCOR.txt
[2025-11-20T23:11:36.744181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:36.744230] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:36.744269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:36.744340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:36.815154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:36.816349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:36.816467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:36.816523] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:36.949357] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:36.949661] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:36.949772] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:36.949825] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:36.953964] [DEBUG] [FORECASTER] PCOR: Forecast T+1@11:T+2@11: DOWN (p=14.75%)
[2025-11-20T23:11:36.954327] [INFO ] [FORECASTER] Completed predict_future for PCOR
[2025-11-20T23:11:36.954508] [INFO ] [sig       ] PCOR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:37.098655] [INFO ] [LOCAL     ] Saved forecast: PCOR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PCOR.txt
[2025-11-20T23:11:37.098886] [INFO ] [sig       ] [764/1341] Completed PCOR in 0.4s | 2.71 sym/s | Total: 4.7m | ETA: 3.6m
[2025-11-20T23:11:37.098965] [INFO ] [sig       ] [765/1341] Forecasting PCQ...
[2025-11-20T23:11:37.099017] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-11-20T23:11:37.099062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-11-20T23:11:37.112451] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PCQ'.
[2025-11-20T23:11:37.113050] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-11-20T23:11:37.114110] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-11-20T23:11:37.114183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:37.114233] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:37.114275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:37.114346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:37.185896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:37.187100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:37.187246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:37.187298] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:37.314319] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:37.314574] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:37.314697] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:37.314775] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:37.318914] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=92.25%)
[2025-11-20T23:11:37.319283] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-11-20T23:11:37.319472] [INFO ] [sig       ] PCQ: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:37.471186] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PCQ.txt
[2025-11-20T23:11:37.471423] [INFO ] [sig       ] [765/1341] Completed PCQ in 0.4s | 2.71 sym/s | Total: 4.7m | ETA: 3.5m
[2025-11-20T23:11:37.471511] [INFO ] [sig       ] [766/1341] Forecasting PGP...
[2025-11-20T23:11:37.471563] [INFO ] [sig       ] Generating forecast for: PGP
[2025-11-20T23:11:37.471611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-11-20T23:11:37.484239] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PGP'.
[2025-11-20T23:11:37.484816] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-11-20T23:11:37.485813] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-11-20T23:11:37.485891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:37.485941] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:37.485982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:37.486058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:37.557147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:37.558288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:37.558416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:37.558466] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:37.664972] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:37.665240] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:37.665304] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:37.665352] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:37.670555] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=65.68%)
[2025-11-20T23:11:37.671029] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-11-20T23:11:37.671251] [INFO ] [sig       ] PGP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:37.829423] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PGP.txt
[2025-11-20T23:11:37.829687] [INFO ] [sig       ] [766/1341] Completed PGP in 0.4s | 2.71 sym/s | Total: 4.7m | ETA: 3.5m
[2025-11-20T23:11:37.829769] [INFO ] [sig       ] [767/1341] Forecasting PGR...
[2025-11-20T23:11:37.829805] [INFO ] [sig       ] Generating forecast for: PGR
[2025-11-20T23:11:37.829847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGR' from 'https://tdm.silogroup.org/data/derivative_storage/PGR.csv'.
[2025-11-20T23:11:37.844201] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PGR'.
[2025-11-20T23:11:37.844737] [INFO ] [FORECASTER] Starting predict_future for PGR
[2025-11-20T23:11:37.845701] [DEBUG] [LOCAL     ] No optimal features file found for PGR: ./output/feature-sets/PGR.txt
[2025-11-20T23:11:37.845774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:37.845823] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:37.845869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:37.845942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:37.915969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:37.917364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:37.917531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:37.917587] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:38.044282] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:38.044527] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:38.044581] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:38.044617] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:38.048869] [DEBUG] [FORECASTER] PGR: Forecast T+1@11:T+2@11: DOWN (p=28.54%)
[2025-11-20T23:11:38.049222] [INFO ] [FORECASTER] Completed predict_future for PGR
[2025-11-20T23:11:38.049396] [INFO ] [sig       ] PGR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:38.201375] [INFO ] [LOCAL     ] Saved forecast: PGR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PGR.txt
[2025-11-20T23:11:38.201590] [INFO ] [sig       ] [767/1341] Completed PGR in 0.4s | 2.71 sym/s | Total: 4.7m | ETA: 3.5m
[2025-11-20T23:11:38.201666] [INFO ] [sig       ] [768/1341] Forecasting PGRE...
[2025-11-20T23:11:38.201716] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-11-20T23:11:38.201798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-11-20T23:11:38.215301] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PGRE'.
[2025-11-20T23:11:38.215796] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-11-20T23:11:38.216704] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-11-20T23:11:38.216775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:38.216824] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:38.216928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:38.217007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:38.286558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:38.287817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:38.287944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:38.287994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:38.419207] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:38.419513] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:38.419794] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:38.419905] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:38.424461] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: DOWN (p=35.63%)
[2025-11-20T23:11:38.424977] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-11-20T23:11:38.425228] [INFO ] [sig       ] PGRE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:38.568223] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PGRE.txt
[2025-11-20T23:11:38.568621] [INFO ] [sig       ] [768/1341] Completed PGRE in 0.4s | 2.71 sym/s | Total: 4.7m | ETA: 3.5m
[2025-11-20T23:11:38.568774] [INFO ] [sig       ] [769/1341] Forecasting PGZ...
[2025-11-20T23:11:38.568827] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-11-20T23:11:38.568871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-11-20T23:11:38.581392] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PGZ'.
[2025-11-20T23:11:38.581826] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-11-20T23:11:38.582757] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-11-20T23:11:38.582831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:38.582882] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:38.582947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:38.583028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:38.652347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:38.653637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:38.653803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:38.653856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:38.776921] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:38.777206] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:38.777261] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:38.777296] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:38.781218] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=87.35%)
[2025-11-20T23:11:38.781574] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-11-20T23:11:38.781768] [INFO ] [sig       ] PGZ: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:38.928380] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PGZ.txt
[2025-11-20T23:11:38.928615] [INFO ] [sig       ] [769/1341] Completed PGZ in 0.4s | 2.71 sym/s | Total: 4.7m | ETA: 3.5m
[2025-11-20T23:11:38.928726] [INFO ] [sig       ] [770/1341] Forecasting PHIN...
[2025-11-20T23:11:38.928780] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-11-20T23:11:38.928826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-11-20T23:11:38.942403] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PHIN'.
[2025-11-20T23:11:38.943006] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-11-20T23:11:38.943946] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-11-20T23:11:38.944020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:38.944069] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:38.944110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:38.944184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:39.016120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:39.017445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:39.017578] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:39.017629] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:39.151469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:39.151796] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:39.151908] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:39.151958] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:39.156617] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: UP (p=72.18%)
[2025-11-20T23:11:39.157115] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-11-20T23:11:39.157341] [INFO ] [sig       ] PHIN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:39.304128] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PHIN.txt
[2025-11-20T23:11:39.304357] [INFO ] [sig       ] [770/1341] Completed PHIN in 0.4s | 2.71 sym/s | Total: 4.7m | ETA: 3.5m
[2025-11-20T23:11:39.304442] [INFO ] [sig       ] [771/1341] Forecasting PHK...
[2025-11-20T23:11:39.304490] [INFO ] [sig       ] Generating forecast for: PHK
[2025-11-20T23:11:39.304533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-11-20T23:11:39.317828] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PHK'.
[2025-11-20T23:11:39.318306] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-11-20T23:11:39.319176] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-11-20T23:11:39.319248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:39.319293] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:39.319332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:39.319399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:39.386582] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:39.387305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:39.387404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:39.387450] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:39.493425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:39.493617] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:39.493685] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:39.493737] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:39.497281] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=92.39%)
[2025-11-20T23:11:39.497596] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-11-20T23:11:39.497776] [INFO ] [sig       ] PHK: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:39.637314] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PHK.txt
[2025-11-20T23:11:39.637497] [INFO ] [sig       ] [771/1341] Completed PHK in 0.3s | 2.71 sym/s | Total: 4.7m | ETA: 3.5m
[2025-11-20T23:11:39.637553] [INFO ] [sig       ] [772/1341] Forecasting PHM...
[2025-11-20T23:11:39.637625] [INFO ] [sig       ] Generating forecast for: PHM
[2025-11-20T23:11:39.637697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-11-20T23:11:39.649845] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PHM'.
[2025-11-20T23:11:39.650249] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-11-20T23:11:39.651058] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-11-20T23:11:39.651128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:39.651173] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:39.651214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:39.651283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:39.717988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:39.718631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:39.718747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:39.718793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:39.825861] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:39.826056] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:39.826107] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:39.826140] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:39.829668] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-11-20T23:11:39.829958] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-11-20T23:11:39.830111] [INFO ] [sig       ] PHM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:39.973195] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PHM.txt
[2025-11-20T23:11:39.973386] [INFO ] [sig       ] [772/1341] Completed PHM in 0.3s | 2.71 sym/s | Total: 4.8m | ETA: 3.5m
[2025-11-20T23:11:39.973440] [INFO ] [sig       ] [773/1341] Forecasting PHR...
[2025-11-20T23:11:39.973513] [INFO ] [sig       ] Generating forecast for: PHR
[2025-11-20T23:11:39.973561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHR' from 'https://tdm.silogroup.org/data/derivative_storage/PHR.csv'.
[2025-11-20T23:11:39.985360] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PHR'.
[2025-11-20T23:11:39.985737] [INFO ] [FORECASTER] Starting predict_future for PHR
[2025-11-20T23:11:39.986553] [DEBUG] [LOCAL     ] No optimal features file found for PHR: ./output/feature-sets/PHR.txt
[2025-11-20T23:11:39.986620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:39.986690] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:39.986731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:39.986800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:40.054259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:40.055201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:40.055298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:40.055345] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:40.175373] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:40.175778] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:40.175852] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:40.175898] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:40.179377] [DEBUG] [FORECASTER] PHR: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-11-20T23:11:40.179687] [INFO ] [FORECASTER] Completed predict_future for PHR
[2025-11-20T23:11:40.179857] [INFO ] [sig       ] PHR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:40.318834] [INFO ] [LOCAL     ] Saved forecast: PHR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PHR.txt
[2025-11-20T23:11:40.319000] [INFO ] [sig       ] [773/1341] Completed PHR in 0.3s | 2.71 sym/s | Total: 4.8m | ETA: 3.5m
[2025-11-20T23:11:40.319049] [INFO ] [sig       ] [774/1341] Forecasting PII...
[2025-11-20T23:11:40.319103] [INFO ] [sig       ] Generating forecast for: PII
[2025-11-20T23:11:40.319176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-11-20T23:11:40.330630] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PII'.
[2025-11-20T23:11:40.330981] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-11-20T23:11:40.331807] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-11-20T23:11:40.331876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:40.331935] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:40.331974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:40.332050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:40.398321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:40.399048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:40.399144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:40.399204] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:40.518614] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:40.518854] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:40.518914] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:40.518960] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:40.522501] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: UP (p=52.97%)
[2025-11-20T23:11:40.522843] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-11-20T23:11:40.523018] [INFO ] [sig       ] PII: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:40.670719] [INFO ] [LOCAL     ] Saved forecast: PII	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PII.txt
[2025-11-20T23:11:40.670948] [INFO ] [sig       ] [774/1341] Completed PII in 0.4s | 2.71 sym/s | Total: 4.8m | ETA: 3.5m
[2025-11-20T23:11:40.671033] [INFO ] [sig       ] [775/1341] Forecasting PIM...
[2025-11-20T23:11:40.671078] [INFO ] [sig       ] Generating forecast for: PIM
[2025-11-20T23:11:40.671122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-11-20T23:11:40.684565] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PIM'.
[2025-11-20T23:11:40.685298] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-11-20T23:11:40.686462] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-11-20T23:11:40.686539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:40.686589] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:40.686630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:40.686729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:40.757435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:40.759202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:40.759491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:40.759541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:40.875089] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:40.875296] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:40.875355] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:40.875389] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:40.878951] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: DOWN (p=13.97%)
[2025-11-20T23:11:40.879295] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-11-20T23:11:40.879447] [INFO ] [sig       ] PIM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:41.019355] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PIM.txt
[2025-11-20T23:11:41.019528] [INFO ] [sig       ] [775/1341] Completed PIM in 0.3s | 2.71 sym/s | Total: 4.8m | ETA: 3.5m
[2025-11-20T23:11:41.019584] [INFO ] [sig       ] [776/1341] Forecasting PINE...
[2025-11-20T23:11:41.019632] [INFO ] [sig       ] Generating forecast for: PINE
[2025-11-20T23:11:41.019727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-11-20T23:11:41.031404] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PINE'.
[2025-11-20T23:11:41.031768] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-11-20T23:11:41.032571] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-11-20T23:11:41.032661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:41.032711] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:41.032752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:41.032822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:41.099627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:41.100392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:41.100491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:41.100537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:41.224660] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:41.224883] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:41.224933] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:41.224966] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:41.228674] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=52.37%)
[2025-11-20T23:11:41.229018] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-11-20T23:11:41.229203] [INFO ] [sig       ] PINE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:41.371473] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PINE.txt
[2025-11-20T23:11:41.371628] [INFO ] [sig       ] [776/1341] Completed PINE in 0.4s | 2.71 sym/s | Total: 4.8m | ETA: 3.5m
[2025-11-20T23:11:41.371732] [INFO ] [sig       ] [777/1341] Forecasting PINS...
[2025-11-20T23:11:41.371787] [INFO ] [sig       ] Generating forecast for: PINS
[2025-11-20T23:11:41.371825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-11-20T23:11:41.384179] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PINS'.
[2025-11-20T23:11:41.384936] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-11-20T23:11:41.385774] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-11-20T23:11:41.385844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:41.385889] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:41.385929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:41.385997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:41.453341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:41.453994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:41.454092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:41.454141] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:41.583521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:41.583720] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:41.583796] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:41.583844] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:41.587326] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: DOWN (p=40.50%)
[2025-11-20T23:11:41.587657] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-11-20T23:11:41.587901] [INFO ] [sig       ] PINS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:41.727957] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PINS.txt
[2025-11-20T23:11:41.728140] [INFO ] [sig       ] [777/1341] Completed PINS in 0.4s | 2.71 sym/s | Total: 4.8m | ETA: 3.5m
[2025-11-20T23:11:41.728211] [INFO ] [sig       ] [778/1341] Forecasting PIPR...
[2025-11-20T23:11:41.728322] [INFO ] [sig       ] Generating forecast for: PIPR
[2025-11-20T23:11:41.728392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIPR' from 'https://tdm.silogroup.org/data/derivative_storage/PIPR.csv'.
[2025-11-20T23:11:41.740416] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PIPR'.
[2025-11-20T23:11:41.740777] [INFO ] [FORECASTER] Starting predict_future for PIPR
[2025-11-20T23:11:41.741590] [DEBUG] [LOCAL     ] No optimal features file found for PIPR: ./output/feature-sets/PIPR.txt
[2025-11-20T23:11:41.741689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:41.741740] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:41.741781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:41.741851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:41.808689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:41.809405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:41.809504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:41.809555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:41.936828] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:41.937083] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:41.937259] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:41.937354] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:41.941615] [DEBUG] [FORECASTER] PIPR: Forecast T+1@11:T+2@11: UP (p=90.08%)
[2025-11-20T23:11:41.942003] [INFO ] [FORECASTER] Completed predict_future for PIPR
[2025-11-20T23:11:41.942225] [INFO ] [sig       ] PIPR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:42.085775] [INFO ] [LOCAL     ] Saved forecast: PIPR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PIPR.txt
[2025-11-20T23:11:42.085958] [INFO ] [sig       ] [778/1341] Completed PIPR in 0.4s | 2.71 sym/s | Total: 4.8m | ETA: 3.5m
[2025-11-20T23:11:42.086017] [INFO ] [sig       ] [779/1341] Forecasting PJT...
[2025-11-20T23:11:42.086061] [INFO ] [sig       ] Generating forecast for: PJT
[2025-11-20T23:11:42.086102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PJT' from 'https://tdm.silogroup.org/data/derivative_storage/PJT.csv'.
[2025-11-20T23:11:42.099588] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PJT'.
[2025-11-20T23:11:42.100072] [INFO ] [FORECASTER] Starting predict_future for PJT
[2025-11-20T23:11:42.100913] [DEBUG] [LOCAL     ] No optimal features file found for PJT: ./output/feature-sets/PJT.txt
[2025-11-20T23:11:42.100984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:42.101029] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:42.101070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:42.101136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:42.169461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:42.170312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:42.170416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:42.170466] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:42.294493] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:42.294729] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:42.294786] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:42.294821] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:42.298512] [DEBUG] [FORECASTER] PJT: Forecast T+1@11:T+2@11: DOWN (p=38.50%)
[2025-11-20T23:11:42.298835] [INFO ] [FORECASTER] Completed predict_future for PJT
[2025-11-20T23:11:42.299030] [INFO ] [sig       ] PJT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:42.440114] [INFO ] [LOCAL     ] Saved forecast: PJT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PJT.txt
[2025-11-20T23:11:42.440322] [INFO ] [sig       ] [779/1341] Completed PJT in 0.4s | 2.71 sym/s | Total: 4.8m | ETA: 3.5m
[2025-11-20T23:11:42.440424] [INFO ] [sig       ] [780/1341] Forecasting PK...
[2025-11-20T23:11:42.440493] [INFO ] [sig       ] Generating forecast for: PK
[2025-11-20T23:11:42.440542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-11-20T23:11:42.453179] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PK'.
[2025-11-20T23:11:42.453584] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-11-20T23:11:42.454426] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-11-20T23:11:42.454507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:42.454572] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:42.454632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:42.454755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:42.523028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:42.523720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:42.523817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:42.523860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:42.651601] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:42.651847] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:42.651897] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:42.651932] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:42.655612] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=49.40%)
[2025-11-20T23:11:42.655943] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-11-20T23:11:42.656108] [INFO ] [sig       ] PK: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:42.821312] [INFO ] [LOCAL     ] Saved forecast: PK	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PK.txt
[2025-11-20T23:11:42.821585] [INFO ] [sig       ] [780/1341] Completed PK in 0.4s | 2.71 sym/s | Total: 4.8m | ETA: 3.5m
[2025-11-20T23:11:42.821665] [INFO ] [sig       ] [781/1341] Forecasting PKE...
[2025-11-20T23:11:42.821714] [INFO ] [sig       ] Generating forecast for: PKE
[2025-11-20T23:11:42.821761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-11-20T23:11:42.834492] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PKE'.
[2025-11-20T23:11:42.834933] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-11-20T23:11:42.835764] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-11-20T23:11:42.835833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:42.835879] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:42.835919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:42.835988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:42.904370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:42.905038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:42.905140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:42.905190] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:43.043126] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:43.043343] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:43.043392] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:43.043430] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:43.046973] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: UP (p=95.54%)
[2025-11-20T23:11:43.047275] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-11-20T23:11:43.047426] [INFO ] [sig       ] PKE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:43.188592] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PKE.txt
[2025-11-20T23:11:43.188770] [INFO ] [sig       ] [781/1341] Completed PKE in 0.4s | 2.71 sym/s | Total: 4.8m | ETA: 3.4m
[2025-11-20T23:11:43.188857] [INFO ] [sig       ] [782/1341] Forecasting PKG...
[2025-11-20T23:11:43.188895] [INFO ] [sig       ] Generating forecast for: PKG
[2025-11-20T23:11:43.188934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-11-20T23:11:43.201418] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PKG'.
[2025-11-20T23:11:43.201923] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-11-20T23:11:43.202779] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-11-20T23:11:43.202849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:43.202911] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:43.202955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:43.203026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:43.268766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:43.269676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:43.269781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:43.269830] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:43.395969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:43.396198] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:43.396248] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:43.396281] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:43.399892] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: UP (p=99.83%)
[2025-11-20T23:11:43.400200] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-11-20T23:11:43.400361] [INFO ] [sig       ] PKG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:43.540082] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PKG.txt
[2025-11-20T23:11:43.540289] [INFO ] [sig       ] [782/1341] Completed PKG in 0.4s | 2.71 sym/s | Total: 4.8m | ETA: 3.4m
[2025-11-20T23:11:43.540345] [INFO ] [sig       ] [783/1341] Forecasting PKST...
[2025-11-20T23:11:43.540417] [INFO ] [sig       ] Generating forecast for: PKST
[2025-11-20T23:11:43.540467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKST' from 'https://tdm.silogroup.org/data/derivative_storage/PKST.csv'.
[2025-11-20T23:11:43.552848] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PKST'.
[2025-11-20T23:11:43.553240] [INFO ] [FORECASTER] Starting predict_future for PKST
[2025-11-20T23:11:43.554055] [DEBUG] [LOCAL     ] No optimal features file found for PKST: ./output/feature-sets/PKST.txt
[2025-11-20T23:11:43.554126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:43.554172] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:43.554214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:43.554282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:43.626759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:43.628277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:43.628417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:43.628467] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:43.750442] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:43.750697] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:43.750760] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:43.750796] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:43.754624] [DEBUG] [FORECASTER] PKST: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2025-11-20T23:11:43.754984] [INFO ] [FORECASTER] Completed predict_future for PKST
[2025-11-20T23:11:43.755147] [INFO ] [sig       ] PKST: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:43.911225] [INFO ] [LOCAL     ] Saved forecast: PKST	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PKST.txt
[2025-11-20T23:11:43.911465] [INFO ] [sig       ] [783/1341] Completed PKST in 0.4s | 2.71 sym/s | Total: 4.8m | ETA: 3.4m
[2025-11-20T23:11:43.911549] [INFO ] [sig       ] [784/1341] Forecasting PKX...
[2025-11-20T23:11:43.911604] [INFO ] [sig       ] Generating forecast for: PKX
[2025-11-20T23:11:43.911669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-11-20T23:11:43.925300] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PKX'.
[2025-11-20T23:11:43.925864] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-11-20T23:11:43.926821] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-11-20T23:11:43.926918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:43.926968] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:43.927009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:43.927077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:43.995002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:43.996032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:43.996138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:43.996244] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:44.093901] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:44.094089] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:44.094134] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:44.094168] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:44.097618] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: UP (p=67.24%)
[2025-11-20T23:11:44.097941] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-11-20T23:11:44.098089] [INFO ] [sig       ] PKX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:44.237528] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PKX.txt
[2025-11-20T23:11:44.237692] [INFO ] [sig       ] [784/1341] Completed PKX in 0.3s | 2.71 sym/s | Total: 4.8m | ETA: 3.4m
[2025-11-20T23:11:44.237754] [INFO ] [sig       ] [785/1341] Forecasting PL...
[2025-11-20T23:11:44.237795] [INFO ] [sig       ] Generating forecast for: PL
[2025-11-20T23:11:44.237862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-11-20T23:11:44.249301] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PL'.
[2025-11-20T23:11:44.249634] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-11-20T23:11:44.250455] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-11-20T23:11:44.250525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:44.250584] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:44.250635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:44.250729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:44.317501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:44.318161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:44.318267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:44.318316] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:44.429636] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:44.429837] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:44.429884] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:44.429919] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:44.433426] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=84.51%)
[2025-11-20T23:11:44.433740] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-11-20T23:11:44.434058] [INFO ] [sig       ] PL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:44.580016] [INFO ] [LOCAL     ] Saved forecast: PL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PL.txt
[2025-11-20T23:11:44.580333] [INFO ] [sig       ] [785/1341] Completed PL in 0.3s | 2.71 sym/s | Total: 4.8m | ETA: 3.4m
[2025-11-20T23:11:44.580404] [INFO ] [sig       ] [786/1341] Forecasting PLD...
[2025-11-20T23:11:44.580464] [INFO ] [sig       ] Generating forecast for: PLD
[2025-11-20T23:11:44.580513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-11-20T23:11:44.600222] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PLD'.
[2025-11-20T23:11:44.600956] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-11-20T23:11:44.602220] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-11-20T23:11:44.602309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:44.602370] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:44.602424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:44.602528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:44.678119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:44.679377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:44.679496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:44.679547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:44.808634] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:44.808884] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:44.808940] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:44.808977] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:44.813082] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2025-11-20T23:11:44.813441] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-11-20T23:11:44.813615] [INFO ] [sig       ] PLD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:44.971752] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PLD.txt
[2025-11-20T23:11:44.972009] [INFO ] [sig       ] [786/1341] Completed PLD in 0.4s | 2.71 sym/s | Total: 4.8m | ETA: 3.4m
[2025-11-20T23:11:44.972095] [INFO ] [sig       ] [787/1341] Forecasting PLNT...
[2025-11-20T23:11:44.972142] [INFO ] [sig       ] Generating forecast for: PLNT
[2025-11-20T23:11:44.972202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLNT' from 'https://tdm.silogroup.org/data/derivative_storage/PLNT.csv'.
[2025-11-20T23:11:44.985871] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PLNT'.
[2025-11-20T23:11:44.986340] [INFO ] [FORECASTER] Starting predict_future for PLNT
[2025-11-20T23:11:44.987229] [DEBUG] [LOCAL     ] No optimal features file found for PLNT: ./output/feature-sets/PLNT.txt
[2025-11-20T23:11:44.987301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:44.987349] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:44.987409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:44.987496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:45.054991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:45.055929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:45.056030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:45.056092] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:45.180347] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:45.180559] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:45.180608] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:45.180659] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:45.184187] [DEBUG] [FORECASTER] PLNT: Forecast T+1@11:T+2@11: UP (p=73.85%)
[2025-11-20T23:11:45.184480] [INFO ] [FORECASTER] Completed predict_future for PLNT
[2025-11-20T23:11:45.184624] [INFO ] [sig       ] PLNT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:45.374769] [INFO ] [LOCAL     ] Saved forecast: PLNT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PLNT.txt
[2025-11-20T23:11:45.374978] [INFO ] [sig       ] [787/1341] Completed PLNT in 0.4s | 2.71 sym/s | Total: 4.8m | ETA: 3.4m
[2025-11-20T23:11:45.375033] [INFO ] [sig       ] [788/1341] Forecasting PLOW...
[2025-11-20T23:11:45.375076] [INFO ] [sig       ] Generating forecast for: PLOW
[2025-11-20T23:11:45.375116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLOW' from 'https://tdm.silogroup.org/data/derivative_storage/PLOW.csv'.
[2025-11-20T23:11:45.387711] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PLOW'.
[2025-11-20T23:11:45.388111] [INFO ] [FORECASTER] Starting predict_future for PLOW
[2025-11-20T23:11:45.388978] [DEBUG] [LOCAL     ] No optimal features file found for PLOW: ./output/feature-sets/PLOW.txt
[2025-11-20T23:11:45.389048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:45.389106] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:45.389152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:45.389250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:45.458504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:45.459175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:45.459287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:45.459358] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:45.588662] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:45.588920] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:45.588975] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:45.589013] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:45.593385] [DEBUG] [FORECASTER] PLOW: Forecast T+1@11:T+2@11: DOWN (p=25.51%)
[2025-11-20T23:11:45.593778] [INFO ] [FORECASTER] Completed predict_future for PLOW
[2025-11-20T23:11:45.593971] [INFO ] [sig       ] PLOW: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:45.737318] [INFO ] [LOCAL     ] Saved forecast: PLOW	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PLOW.txt
[2025-11-20T23:11:45.737529] [INFO ] [sig       ] [788/1341] Completed PLOW in 0.4s | 2.71 sym/s | Total: 4.8m | ETA: 3.4m
[2025-11-20T23:11:45.737586] [INFO ] [sig       ] [789/1341] Forecasting PLYM...
[2025-11-20T23:11:45.737684] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-11-20T23:11:45.737734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-11-20T23:11:45.749890] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PLYM'.
[2025-11-20T23:11:45.750287] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-11-20T23:11:45.751156] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-11-20T23:11:45.751242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:45.751297] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:45.751357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:45.751428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:45.818750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:45.819513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:45.819618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:45.819706] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:45.941322] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:45.941533] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:45.941580] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:45.941636] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:45.945182] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=29.25%)
[2025-11-20T23:11:45.945639] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-11-20T23:11:45.945820] [INFO ] [sig       ] PLYM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:46.089547] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PLYM.txt
[2025-11-20T23:11:46.089763] [INFO ] [sig       ] [789/1341] Completed PLYM in 0.4s | 2.71 sym/s | Total: 4.9m | ETA: 3.4m
[2025-11-20T23:11:46.089821] [INFO ] [sig       ] [790/1341] Forecasting PM...
[2025-11-20T23:11:46.089864] [INFO ] [sig       ] Generating forecast for: PM
[2025-11-20T23:11:46.089905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-11-20T23:11:46.102249] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PM'.
[2025-11-20T23:11:46.102623] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-11-20T23:11:46.103426] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-11-20T23:11:46.103497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:46.103543] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:46.103582] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:46.103675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:46.170843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:46.171519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:46.171614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:46.171681] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:46.277521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:46.277768] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:46.277846] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:46.277893] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:46.281548] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: DOWN (p=38.36%)
[2025-11-20T23:11:46.281932] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-11-20T23:11:46.282104] [INFO ] [sig       ] PM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:46.425396] [INFO ] [LOCAL     ] Saved forecast: PM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PM.txt
[2025-11-20T23:11:46.425596] [INFO ] [sig       ] [790/1341] Completed PM in 0.3s | 2.71 sym/s | Total: 4.9m | ETA: 3.4m
[2025-11-20T23:11:46.425670] [INFO ] [sig       ] [791/1341] Forecasting PML...
[2025-11-20T23:11:46.425716] [INFO ] [sig       ] Generating forecast for: PML
[2025-11-20T23:11:46.425786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-11-20T23:11:46.437301] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PML'.
[2025-11-20T23:11:46.437724] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-11-20T23:11:46.438503] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-11-20T23:11:46.438576] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:46.438621] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:46.438681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:46.438752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:46.504871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:46.505634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:46.505752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:46.505823] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:46.610968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:46.611191] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:46.611239] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:46.611275] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:46.614731] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=6.00%)
[2025-11-20T23:11:46.615027] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-11-20T23:11:46.615170] [INFO ] [sig       ] PML: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:46.758163] [INFO ] [LOCAL     ] Saved forecast: PML	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PML.txt
[2025-11-20T23:11:46.758397] [INFO ] [sig       ] [791/1341] Completed PML in 0.3s | 2.71 sym/s | Total: 4.9m | ETA: 3.4m
[2025-11-20T23:11:46.758458] [INFO ] [sig       ] [792/1341] Forecasting PMM...
[2025-11-20T23:11:46.758504] [INFO ] [sig       ] Generating forecast for: PMM
[2025-11-20T23:11:46.758575] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-11-20T23:11:46.771839] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PMM'.
[2025-11-20T23:11:46.772376] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-11-20T23:11:46.773375] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-11-20T23:11:46.773453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:46.773502] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:46.773558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:46.773666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:46.842877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:46.844079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:46.844193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:46.844248] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:46.980230] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:46.980480] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:46.980534] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:46.980570] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:46.984795] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: UP (p=79.99%)
[2025-11-20T23:11:46.985375] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-11-20T23:11:46.985621] [INFO ] [sig       ] PMM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:47.134949] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PMM.txt
[2025-11-20T23:11:47.135193] [INFO ] [sig       ] [792/1341] Completed PMM in 0.4s | 2.71 sym/s | Total: 4.9m | ETA: 3.4m
[2025-11-20T23:11:47.135281] [INFO ] [sig       ] [793/1341] Forecasting PMT...
[2025-11-20T23:11:47.135330] [INFO ] [sig       ] Generating forecast for: PMT
[2025-11-20T23:11:47.135373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMT' from 'https://tdm.silogroup.org/data/derivative_storage/PMT.csv'.
[2025-11-20T23:11:47.148690] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PMT'.
[2025-11-20T23:11:47.149229] [INFO ] [FORECASTER] Starting predict_future for PMT
[2025-11-20T23:11:47.150143] [DEBUG] [LOCAL     ] No optimal features file found for PMT: ./output/feature-sets/PMT.txt
[2025-11-20T23:11:47.150215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:47.150276] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:47.150322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:47.150413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:47.222308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:47.223522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:47.223696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:47.223772] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:47.351333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:47.351573] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:47.351625] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:47.351679] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:47.355672] [DEBUG] [FORECASTER] PMT: Forecast T+1@11:T+2@11: UP (p=52.11%)
[2025-11-20T23:11:47.356016] [INFO ] [FORECASTER] Completed predict_future for PMT
[2025-11-20T23:11:47.356188] [INFO ] [sig       ] PMT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:47.498908] [INFO ] [LOCAL     ] Saved forecast: PMT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PMT.txt
[2025-11-20T23:11:47.499158] [INFO ] [sig       ] [793/1341] Completed PMT in 0.4s | 2.71 sym/s | Total: 4.9m | ETA: 3.4m
[2025-11-20T23:11:47.499228] [INFO ] [sig       ] [794/1341] Forecasting PNC...
[2025-11-20T23:11:47.499281] [INFO ] [sig       ] Generating forecast for: PNC
[2025-11-20T23:11:47.499354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-11-20T23:11:47.512707] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PNC'.
[2025-11-20T23:11:47.513291] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-11-20T23:11:47.514308] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-11-20T23:11:47.514388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:47.514441] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:47.514496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:47.514589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:47.588142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:47.589425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:47.589544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:47.589595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:47.727231] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:47.727477] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:47.727529] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:47.727564] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:47.732155] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: UP (p=57.24%)
[2025-11-20T23:11:47.732524] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-11-20T23:11:47.732723] [INFO ] [sig       ] PNC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:47.881374] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PNC.txt
[2025-11-20T23:11:47.881619] [INFO ] [sig       ] [794/1341] Completed PNC in 0.4s | 2.71 sym/s | Total: 4.9m | ETA: 3.4m
[2025-11-20T23:11:47.881706] [INFO ] [sig       ] [795/1341] Forecasting PNI...
[2025-11-20T23:11:47.881755] [INFO ] [sig       ] Generating forecast for: PNI
[2025-11-20T23:11:47.881800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-11-20T23:11:47.894020] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PNI'.
[2025-11-20T23:11:47.894378] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-11-20T23:11:47.895316] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-11-20T23:11:47.895402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:47.895451] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:47.895491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:47.895578] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:47.966138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:47.967631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:47.967767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:47.967829] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:48.107920] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:48.108163] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:48.108219] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:48.108257] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:48.112336] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: DOWN (p=23.84%)
[2025-11-20T23:11:48.112730] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-11-20T23:11:48.112928] [INFO ] [sig       ] PNI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:48.262521] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PNI.txt
[2025-11-20T23:11:48.262789] [INFO ] [sig       ] [795/1341] Completed PNI in 0.4s | 2.71 sym/s | Total: 4.9m | ETA: 3.4m
[2025-11-20T23:11:48.262878] [INFO ] [sig       ] [796/1341] Forecasting PNNT...
[2025-11-20T23:11:48.262948] [INFO ] [sig       ] Generating forecast for: PNNT
[2025-11-20T23:11:48.263000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNNT' from 'https://tdm.silogroup.org/data/derivative_storage/PNNT.csv'.
[2025-11-20T23:11:48.276682] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PNNT'.
[2025-11-20T23:11:48.277303] [INFO ] [FORECASTER] Starting predict_future for PNNT
[2025-11-20T23:11:48.278165] [DEBUG] [LOCAL     ] No optimal features file found for PNNT: ./output/feature-sets/PNNT.txt
[2025-11-20T23:11:48.278237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:48.278284] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:48.278323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:48.278390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:48.351289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:48.352591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:48.352735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:48.352789] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:48.477778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:48.478048] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:48.478114] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:48.478161] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:48.482156] [DEBUG] [FORECASTER] PNNT: Forecast T+1@11:T+2@11: UP (p=55.90%)
[2025-11-20T23:11:48.482517] [INFO ] [FORECASTER] Completed predict_future for PNNT
[2025-11-20T23:11:48.482712] [INFO ] [sig       ] PNNT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:48.632898] [INFO ] [LOCAL     ] Saved forecast: PNNT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PNNT.txt
[2025-11-20T23:11:48.633174] [INFO ] [sig       ] [796/1341] Completed PNNT in 0.4s | 2.71 sym/s | Total: 4.9m | ETA: 3.4m
[2025-11-20T23:11:48.633237] [INFO ] [sig       ] [797/1341] Forecasting PNR...
[2025-11-20T23:11:48.633281] [INFO ] [sig       ] Generating forecast for: PNR
[2025-11-20T23:11:48.633325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNR' from 'https://tdm.silogroup.org/data/derivative_storage/PNR.csv'.
[2025-11-20T23:11:48.648439] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PNR'.
[2025-11-20T23:11:48.649031] [INFO ] [FORECASTER] Starting predict_future for PNR
[2025-11-20T23:11:48.650071] [DEBUG] [LOCAL     ] No optimal features file found for PNR: ./output/feature-sets/PNR.txt
[2025-11-20T23:11:48.650147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:48.650198] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:48.650242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:48.650315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:48.725968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:48.727330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:48.727454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:48.727505] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:48.856806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:48.857100] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:48.857183] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:48.857230] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:48.861506] [DEBUG] [FORECASTER] PNR: Forecast T+1@11:T+2@11: UP (p=95.82%)
[2025-11-20T23:11:48.861943] [INFO ] [FORECASTER] Completed predict_future for PNR
[2025-11-20T23:11:48.862133] [INFO ] [sig       ] PNR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:49.014501] [INFO ] [LOCAL     ] Saved forecast: PNR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PNR.txt
[2025-11-20T23:11:49.014789] [INFO ] [sig       ] [797/1341] Completed PNR in 0.4s | 2.71 sym/s | Total: 4.9m | ETA: 3.3m
[2025-11-20T23:11:49.014937] [INFO ] [sig       ] [798/1341] Forecasting PNW...
[2025-11-20T23:11:49.015017] [INFO ] [sig       ] Generating forecast for: PNW
[2025-11-20T23:11:49.015102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNW' from 'https://tdm.silogroup.org/data/derivative_storage/PNW.csv'.
[2025-11-20T23:11:49.028618] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PNW'.
[2025-11-20T23:11:49.029204] [INFO ] [FORECASTER] Starting predict_future for PNW
[2025-11-20T23:11:49.030126] [DEBUG] [LOCAL     ] No optimal features file found for PNW: ./output/feature-sets/PNW.txt
[2025-11-20T23:11:49.030208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:49.030259] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:49.030302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:49.030376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:49.099577] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:49.100769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:49.100885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:49.100937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:49.229777] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:49.230001] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:49.230052] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:49.230086] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:49.233976] [DEBUG] [FORECASTER] PNW: Forecast T+1@11:T+2@11: UP (p=68.49%)
[2025-11-20T23:11:49.234512] [INFO ] [FORECASTER] Completed predict_future for PNW
[2025-11-20T23:11:49.234768] [INFO ] [sig       ] PNW: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:49.376928] [INFO ] [LOCAL     ] Saved forecast: PNW	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PNW.txt
[2025-11-20T23:11:49.377137] [INFO ] [sig       ] [798/1341] Completed PNW in 0.4s | 2.71 sym/s | Total: 4.9m | ETA: 3.3m
[2025-11-20T23:11:49.377202] [INFO ] [sig       ] [799/1341] Forecasting POR...
[2025-11-20T23:11:49.377247] [INFO ] [sig       ] Generating forecast for: POR
[2025-11-20T23:11:49.377292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POR' from 'https://tdm.silogroup.org/data/derivative_storage/POR.csv'.
[2025-11-20T23:11:49.391599] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'POR'.
[2025-11-20T23:11:49.392092] [INFO ] [FORECASTER] Starting predict_future for POR
[2025-11-20T23:11:49.393115] [DEBUG] [LOCAL     ] No optimal features file found for POR: ./output/feature-sets/POR.txt
[2025-11-20T23:11:49.393188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:49.393237] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:49.393279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:49.393352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:49.462814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:49.463836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:49.463946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:49.463992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:49.591747] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:49.591976] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:49.592028] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:49.592062] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:49.595927] [DEBUG] [FORECASTER] POR: Forecast T+1@11:T+2@11: DOWN (p=33.28%)
[2025-11-20T23:11:49.596254] [INFO ] [FORECASTER] Completed predict_future for POR
[2025-11-20T23:11:49.596444] [INFO ] [sig       ] POR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:49.737988] [INFO ] [LOCAL     ] Saved forecast: POR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/POR.txt
[2025-11-20T23:11:49.738200] [INFO ] [sig       ] [799/1341] Completed POR in 0.4s | 2.71 sym/s | Total: 4.9m | ETA: 3.3m
[2025-11-20T23:11:49.738262] [INFO ] [sig       ] [800/1341] Forecasting POST...
[2025-11-20T23:11:49.738306] [INFO ] [sig       ] Generating forecast for: POST
[2025-11-20T23:11:49.738371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POST' from 'https://tdm.silogroup.org/data/derivative_storage/POST.csv'.
[2025-11-20T23:11:49.753285] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'POST'.
[2025-11-20T23:11:49.753901] [INFO ] [FORECASTER] Starting predict_future for POST
[2025-11-20T23:11:49.754873] [DEBUG] [LOCAL     ] No optimal features file found for POST: ./output/feature-sets/POST.txt
[2025-11-20T23:11:49.754946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:49.754995] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:49.755039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:49.755125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:49.823533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:49.824722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:49.824833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:49.824885] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:49.952777] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:49.953001] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:49.953053] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:49.953086] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:49.956932] [DEBUG] [FORECASTER] POST: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-11-20T23:11:49.957315] [INFO ] [FORECASTER] Completed predict_future for POST
[2025-11-20T23:11:49.957490] [INFO ] [sig       ] POST: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:50.101207] [INFO ] [LOCAL     ] Saved forecast: POST	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/POST.txt
[2025-11-20T23:11:50.101451] [INFO ] [sig       ] [800/1341] Completed POST in 0.4s | 2.71 sym/s | Total: 4.9m | ETA: 3.3m
[2025-11-20T23:11:50.101514] [INFO ] [sig       ] [801/1341] Forecasting PPG...
[2025-11-20T23:11:50.101581] [INFO ] [sig       ] Generating forecast for: PPG
[2025-11-20T23:11:50.101620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-11-20T23:11:50.116896] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PPG'.
[2025-11-20T23:11:50.117538] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-11-20T23:11:50.118545] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-11-20T23:11:50.118671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:50.118736] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:50.118781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:50.118855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:50.187622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:50.188762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:50.188872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:50.188922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:50.322577] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:50.322797] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:50.322853] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:50.322887] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:50.326476] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=34.95%)
[2025-11-20T23:11:50.326801] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-11-20T23:11:50.326989] [INFO ] [sig       ] PPG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:50.466092] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PPG.txt
[2025-11-20T23:11:50.466254] [INFO ] [sig       ] [801/1341] Completed PPG in 0.4s | 2.71 sym/s | Total: 4.9m | ETA: 3.3m
[2025-11-20T23:11:50.466311] [INFO ] [sig       ] [802/1341] Forecasting PPL...
[2025-11-20T23:11:50.466355] [INFO ] [sig       ] Generating forecast for: PPL
[2025-11-20T23:11:50.466515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-11-20T23:11:50.480725] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PPL'.
[2025-11-20T23:11:50.481295] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-11-20T23:11:50.482275] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-11-20T23:11:50.482357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:50.482410] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:50.482453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:50.482527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:50.551306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:50.552543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:50.552680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:50.552730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:50.685214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:50.685491] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:50.685567] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:50.685603] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:50.689857] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: UP (p=93.30%)
[2025-11-20T23:11:50.690202] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-11-20T23:11:50.690382] [INFO ] [sig       ] PPL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:50.837416] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PPL.txt
[2025-11-20T23:11:50.837674] [INFO ] [sig       ] [802/1341] Completed PPL in 0.4s | 2.71 sym/s | Total: 4.9m | ETA: 3.3m
[2025-11-20T23:11:50.837772] [INFO ] [sig       ] [803/1341] Forecasting PPT...
[2025-11-20T23:11:50.837824] [INFO ] [sig       ] Generating forecast for: PPT
[2025-11-20T23:11:50.837868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPT' from 'https://tdm.silogroup.org/data/derivative_storage/PPT.csv'.
[2025-11-20T23:11:50.851862] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PPT'.
[2025-11-20T23:11:50.852421] [INFO ] [FORECASTER] Starting predict_future for PPT
[2025-11-20T23:11:50.853373] [DEBUG] [LOCAL     ] No optimal features file found for PPT: ./output/feature-sets/PPT.txt
[2025-11-20T23:11:50.853461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:50.853512] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:50.853556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:50.853629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:50.923739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:50.924890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:50.925004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:50.925053] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:51.054207] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:51.054467] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:51.054519] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:51.054555] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:51.058942] [DEBUG] [FORECASTER] PPT: Forecast T+1@11:T+2@11: DOWN (p=15.90%)
[2025-11-20T23:11:51.059451] [INFO ] [FORECASTER] Completed predict_future for PPT
[2025-11-20T23:11:51.059627] [INFO ] [sig       ] PPT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:51.204331] [INFO ] [LOCAL     ] Saved forecast: PPT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PPT.txt
[2025-11-20T23:11:51.204579] [INFO ] [sig       ] [803/1341] Completed PPT in 0.4s | 2.71 sym/s | Total: 4.9m | ETA: 3.3m
[2025-11-20T23:11:51.204688] [INFO ] [sig       ] [804/1341] Forecasting PR...
[2025-11-20T23:11:51.204743] [INFO ] [sig       ] Generating forecast for: PR
[2025-11-20T23:11:51.204790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PR' from 'https://tdm.silogroup.org/data/derivative_storage/PR.csv'.
[2025-11-20T23:11:51.218844] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PR'.
[2025-11-20T23:11:51.219424] [INFO ] [FORECASTER] Starting predict_future for PR
[2025-11-20T23:11:51.220418] [DEBUG] [LOCAL     ] No optimal features file found for PR: ./output/feature-sets/PR.txt
[2025-11-20T23:11:51.220491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:51.220539] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:51.220582] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:51.220681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:51.289508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:51.290560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:51.290716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:51.290777] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:51.419318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:51.419547] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:51.419603] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:51.419638] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:51.423609] [DEBUG] [FORECASTER] PR: Forecast T+1@11:T+2@11: UP (p=70.80%)
[2025-11-20T23:11:51.423974] [INFO ] [FORECASTER] Completed predict_future for PR
[2025-11-20T23:11:51.424158] [INFO ] [sig       ] PR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:51.567211] [INFO ] [LOCAL     ] Saved forecast: PR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PR.txt
[2025-11-20T23:11:51.567434] [INFO ] [sig       ] [804/1341] Completed PR in 0.4s | 2.71 sym/s | Total: 4.9m | ETA: 3.3m
[2025-11-20T23:11:51.567519] [INFO ] [sig       ] [805/1341] Forecasting PRA...
[2025-11-20T23:11:51.567566] [INFO ] [sig       ] Generating forecast for: PRA
[2025-11-20T23:11:51.567612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-11-20T23:11:51.581079] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PRA'.
[2025-11-20T23:11:51.581592] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-11-20T23:11:51.582556] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-11-20T23:11:51.582632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:51.582707] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:51.582750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:51.582823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:51.653970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:51.655187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:51.655302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:51.655354] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:51.787463] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:51.787723] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:51.787815] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:51.787862] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:51.791979] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=21.51%)
[2025-11-20T23:11:51.792373] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-11-20T23:11:51.792562] [INFO ] [sig       ] PRA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:51.939123] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PRA.txt
[2025-11-20T23:11:51.939365] [INFO ] [sig       ] [805/1341] Completed PRA in 0.4s | 2.71 sym/s | Total: 5.0m | ETA: 3.3m
[2025-11-20T23:11:51.939424] [INFO ] [sig       ] [806/1341] Forecasting PRG...
[2025-11-20T23:11:51.939474] [INFO ] [sig       ] Generating forecast for: PRG
[2025-11-20T23:11:51.939541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-11-20T23:11:51.952148] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PRG'.
[2025-11-20T23:11:51.952735] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-11-20T23:11:51.953685] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-11-20T23:11:51.953755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:51.953802] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:51.953859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:51.953933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:52.024202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:52.025307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:52.025539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:52.025590] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:52.152111] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:52.152338] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:52.152395] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:52.152430] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:52.156559] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: UP (p=95.82%)
[2025-11-20T23:11:52.157056] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-11-20T23:11:52.157263] [INFO ] [sig       ] PRG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:52.302776] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PRG.txt
[2025-11-20T23:11:52.302987] [INFO ] [sig       ] [806/1341] Completed PRG in 0.4s | 2.71 sym/s | Total: 5.0m | ETA: 3.3m
[2025-11-20T23:11:52.303042] [INFO ] [sig       ] [807/1341] Forecasting PRGO...
[2025-11-20T23:11:52.303086] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-11-20T23:11:52.303151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-11-20T23:11:52.317359] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PRGO'.
[2025-11-20T23:11:52.317938] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-11-20T23:11:52.318885] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-11-20T23:11:52.318954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:52.319000] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:52.319035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:52.319107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:52.390217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:52.391241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:52.391359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:52.391407] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:52.514117] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:52.514381] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:52.514437] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:52.514472] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:52.518626] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2025-11-20T23:11:52.518986] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-11-20T23:11:52.519154] [INFO ] [sig       ] PRGO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:52.665384] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PRGO.txt
[2025-11-20T23:11:52.665628] [INFO ] [sig       ] [807/1341] Completed PRGO in 0.4s | 2.71 sym/s | Total: 5.0m | ETA: 3.3m
[2025-11-20T23:11:52.665712] [INFO ] [sig       ] [808/1341] Forecasting PRH...
[2025-11-20T23:11:52.665779] [INFO ] [sig       ] Generating forecast for: PRH
[2025-11-20T23:11:52.665825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-11-20T23:11:52.678147] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PRH'.
[2025-11-20T23:11:52.678694] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-11-20T23:11:52.679691] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-11-20T23:11:52.679762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:52.679819] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:52.679862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:52.679967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:52.750366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:52.751515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:52.751625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:52.751705] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:52.856825] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:52.857088] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:52.857143] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:52.857179] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:52.861175] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=93.17%)
[2025-11-20T23:11:52.861520] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-11-20T23:11:52.861691] [INFO ] [sig       ] PRH: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:53.004383] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PRH.txt
[2025-11-20T23:11:53.004583] [INFO ] [sig       ] [808/1341] Completed PRH in 0.3s | 2.71 sym/s | Total: 5.0m | ETA: 3.3m
[2025-11-20T23:11:53.004661] [INFO ] [sig       ] [809/1341] Forecasting PRI...
[2025-11-20T23:11:53.004715] [INFO ] [sig       ] Generating forecast for: PRI
[2025-11-20T23:11:53.004790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-11-20T23:11:53.018091] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PRI'.
[2025-11-20T23:11:53.018507] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-11-20T23:11:53.019529] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-11-20T23:11:53.019609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:53.019697] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:53.019756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:53.019849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:53.089658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:53.090711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:53.090835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:53.090889] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:53.216455] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:53.216707] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:53.216767] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:53.216832] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:53.221046] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: DOWN (p=33.89%)
[2025-11-20T23:11:53.221362] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-11-20T23:11:53.221515] [INFO ] [sig       ] PRI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:53.365218] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PRI.txt
[2025-11-20T23:11:53.365431] [INFO ] [sig       ] [809/1341] Completed PRI in 0.4s | 2.71 sym/s | Total: 5.0m | ETA: 3.3m
[2025-11-20T23:11:53.365489] [INFO ] [sig       ] [810/1341] Forecasting PRIM...
[2025-11-20T23:11:53.365534] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-11-20T23:11:53.365610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-11-20T23:11:53.383518] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PRIM'.
[2025-11-20T23:11:53.384167] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-11-20T23:11:53.385267] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-11-20T23:11:53.385342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:53.385393] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:53.385434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:53.385505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:53.457403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:53.458620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:53.458757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:53.458814] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:53.590949] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:53.591219] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:53.591296] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:53.591334] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:53.595469] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=63.68%)
[2025-11-20T23:11:53.595900] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-11-20T23:11:53.596093] [INFO ] [sig       ] PRIM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:53.743611] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PRIM.txt
[2025-11-20T23:11:53.743921] [INFO ] [sig       ] [810/1341] Completed PRIM in 0.4s | 2.71 sym/s | Total: 5.0m | ETA: 3.3m
[2025-11-20T23:11:53.744009] [INFO ] [sig       ] [811/1341] Forecasting PRLB...
[2025-11-20T23:11:53.744056] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-11-20T23:11:53.744100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-11-20T23:11:53.757944] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PRLB'.
[2025-11-20T23:11:53.758566] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-11-20T23:11:53.759419] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-11-20T23:11:53.759496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:53.759544] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:53.759587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:53.759677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:53.827938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:53.828873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:53.828975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:53.829027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:53.965153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:53.965442] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:53.965515] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:53.965563] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:53.970136] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=38.29%)
[2025-11-20T23:11:53.970617] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-11-20T23:11:53.970855] [INFO ] [sig       ] PRLB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:54.122887] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PRLB.txt
[2025-11-20T23:11:54.123156] [INFO ] [sig       ] [811/1341] Completed PRLB in 0.4s | 2.71 sym/s | Total: 5.0m | ETA: 3.3m
[2025-11-20T23:11:54.123219] [INFO ] [sig       ] [812/1341] Forecasting PRM...
[2025-11-20T23:11:54.123266] [INFO ] [sig       ] Generating forecast for: PRM
[2025-11-20T23:11:54.123352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-11-20T23:11:54.137858] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PRM'.
[2025-11-20T23:11:54.138459] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-11-20T23:11:54.139442] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-11-20T23:11:54.139528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:54.139582] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:54.139680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:54.139795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:54.210798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:54.212117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:54.212237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:54.212288] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:54.340430] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:54.340696] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:54.340766] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:54.340802] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:54.344929] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=93.41%)
[2025-11-20T23:11:54.345282] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-11-20T23:11:54.345448] [INFO ] [sig       ] PRM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:54.494561] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PRM.txt
[2025-11-20T23:11:54.494838] [INFO ] [sig       ] [812/1341] Completed PRM in 0.4s | 2.71 sym/s | Total: 5.0m | ETA: 3.3m
[2025-11-20T23:11:54.494938] [INFO ] [sig       ] [813/1341] Forecasting PRO...
[2025-11-20T23:11:54.494992] [INFO ] [sig       ] Generating forecast for: PRO
[2025-11-20T23:11:54.495040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRO' from 'https://tdm.silogroup.org/data/derivative_storage/PRO.csv'.
[2025-11-20T23:11:54.508944] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PRO'.
[2025-11-20T23:11:54.509525] [INFO ] [FORECASTER] Starting predict_future for PRO
[2025-11-20T23:11:54.510525] [DEBUG] [LOCAL     ] No optimal features file found for PRO: ./output/feature-sets/PRO.txt
[2025-11-20T23:11:54.510602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:54.510683] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:54.510728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:54.510802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:54.582305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:54.583500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:54.583615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:54.583690] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:54.712604] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:54.712850] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:54.712901] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:54.712934] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:54.716974] [DEBUG] [FORECASTER] PRO: Forecast T+1@11:T+2@11: UP (p=59.21%)
[2025-11-20T23:11:54.717315] [INFO ] [FORECASTER] Completed predict_future for PRO
[2025-11-20T23:11:54.717519] [INFO ] [sig       ] PRO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:54.864146] [INFO ] [LOCAL     ] Saved forecast: PRO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PRO.txt
[2025-11-20T23:11:54.864462] [INFO ] [sig       ] [813/1341] Completed PRO in 0.4s | 2.71 sym/s | Total: 5.0m | ETA: 3.2m
[2025-11-20T23:11:54.864568] [INFO ] [sig       ] [814/1341] Forecasting PRT...
[2025-11-20T23:11:54.864623] [INFO ] [sig       ] Generating forecast for: PRT
[2025-11-20T23:11:54.864726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRT' from 'https://tdm.silogroup.org/data/derivative_storage/PRT.csv'.
[2025-11-20T23:11:54.885576] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PRT'.
[2025-11-20T23:11:54.886519] [INFO ] [FORECASTER] Starting predict_future for PRT
[2025-11-20T23:11:54.887602] [DEBUG] [LOCAL     ] No optimal features file found for PRT: ./output/feature-sets/PRT.txt
[2025-11-20T23:11:54.887710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:54.887767] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:54.887817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:54.887907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:54.957948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:54.959092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:54.959224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:54.959274] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:55.083750] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:55.083997] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:55.084051] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:55.084087] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:55.088372] [DEBUG] [FORECASTER] PRT: Forecast T+1@11:T+2@11: DOWN (p=42.02%)
[2025-11-20T23:11:55.088777] [INFO ] [FORECASTER] Completed predict_future for PRT
[2025-11-20T23:11:55.088975] [INFO ] [sig       ] PRT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:55.234921] [INFO ] [LOCAL     ] Saved forecast: PRT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PRT.txt
[2025-11-20T23:11:55.235157] [INFO ] [sig       ] [814/1341] Completed PRT in 0.4s | 2.71 sym/s | Total: 5.0m | ETA: 3.2m
[2025-11-20T23:11:55.235275] [INFO ] [sig       ] [815/1341] Forecasting PRU...
[2025-11-20T23:11:55.235338] [INFO ] [sig       ] Generating forecast for: PRU
[2025-11-20T23:11:55.235383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRU' from 'https://tdm.silogroup.org/data/derivative_storage/PRU.csv'.
[2025-11-20T23:11:55.249690] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PRU'.
[2025-11-20T23:11:55.250138] [INFO ] [FORECASTER] Starting predict_future for PRU
[2025-11-20T23:11:55.251092] [DEBUG] [LOCAL     ] No optimal features file found for PRU: ./output/feature-sets/PRU.txt
[2025-11-20T23:11:55.251167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:55.251217] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:55.251261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:55.251335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:55.320476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:55.321556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:55.321700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:55.321753] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:55.448771] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:55.449044] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:55.449099] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:55.449135] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:55.453273] [DEBUG] [FORECASTER] PRU: Forecast T+1@11:T+2@11: UP (p=99.39%)
[2025-11-20T23:11:55.453859] [INFO ] [FORECASTER] Completed predict_future for PRU
[2025-11-20T23:11:55.454098] [INFO ] [sig       ] PRU: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:55.597697] [INFO ] [LOCAL     ] Saved forecast: PRU	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PRU.txt
[2025-11-20T23:11:55.597957] [INFO ] [sig       ] [815/1341] Completed PRU in 0.4s | 2.71 sym/s | Total: 5.0m | ETA: 3.2m
[2025-11-20T23:11:55.598023] [INFO ] [sig       ] [816/1341] Forecasting PSA...
[2025-11-20T23:11:55.598068] [INFO ] [sig       ] Generating forecast for: PSA
[2025-11-20T23:11:55.598113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSA' from 'https://tdm.silogroup.org/data/derivative_storage/PSA.csv'.
[2025-11-20T23:11:55.611850] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PSA'.
[2025-11-20T23:11:55.612297] [INFO ] [FORECASTER] Starting predict_future for PSA
[2025-11-20T23:11:55.613257] [DEBUG] [LOCAL     ] No optimal features file found for PSA: ./output/feature-sets/PSA.txt
[2025-11-20T23:11:55.613337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:55.613400] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:55.613454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:55.613532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:55.684119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:55.685171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:55.685307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:55.685364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:55.819065] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:55.819344] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:55.819400] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:55.819434] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:55.823405] [DEBUG] [FORECASTER] PSA: Forecast T+1@11:T+2@11: UP (p=92.34%)
[2025-11-20T23:11:55.823751] [INFO ] [FORECASTER] Completed predict_future for PSA
[2025-11-20T23:11:55.823914] [INFO ] [sig       ] PSA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:55.966243] [INFO ] [LOCAL     ] Saved forecast: PSA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PSA.txt
[2025-11-20T23:11:55.966446] [INFO ] [sig       ] [816/1341] Completed PSA in 0.4s | 2.71 sym/s | Total: 5.0m | ETA: 3.2m
[2025-11-20T23:11:55.966505] [INFO ] [sig       ] [817/1341] Forecasting PSF...
[2025-11-20T23:11:55.966572] [INFO ] [sig       ] Generating forecast for: PSF
[2025-11-20T23:11:55.966611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-11-20T23:11:55.980675] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PSF'.
[2025-11-20T23:11:55.981165] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-11-20T23:11:55.982144] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-11-20T23:11:55.982216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:55.982277] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:55.982321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:55.982406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:56.049994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:56.050914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:56.051023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:56.051085] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:56.181582] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:56.181840] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:56.181895] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:56.181928] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:56.185975] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: DOWN (p=5.19%)
[2025-11-20T23:11:56.186313] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-11-20T23:11:56.186475] [INFO ] [sig       ] PSF: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:56.330669] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PSF.txt
[2025-11-20T23:11:56.330922] [INFO ] [sig       ] [817/1341] Completed PSF in 0.4s | 2.71 sym/s | Total: 5.0m | ETA: 3.2m
[2025-11-20T23:11:56.331002] [INFO ] [sig       ] [818/1341] Forecasting PSFE...
[2025-11-20T23:11:56.331053] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-11-20T23:11:56.331099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-11-20T23:11:56.345043] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PSFE'.
[2025-11-20T23:11:56.345543] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-11-20T23:11:56.346457] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-11-20T23:11:56.346533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:56.346585] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:56.346628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:56.346733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:56.415835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:56.417056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:56.417169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:56.417218] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:56.547505] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:56.547782] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:56.547998] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:56.548094] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:56.552126] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: DOWN (p=46.88%)
[2025-11-20T23:11:56.552465] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-11-20T23:11:56.552731] [INFO ] [sig       ] PSFE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:56.703321] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PSFE.txt
[2025-11-20T23:11:56.703754] [INFO ] [sig       ] [818/1341] Completed PSFE in 0.4s | 2.71 sym/s | Total: 5.0m | ETA: 3.2m
[2025-11-20T23:11:56.703819] [INFO ] [sig       ] [819/1341] Forecasting PSN...
[2025-11-20T23:11:56.703871] [INFO ] [sig       ] Generating forecast for: PSN
[2025-11-20T23:11:56.703918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-11-20T23:11:56.717359] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PSN'.
[2025-11-20T23:11:56.718060] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-11-20T23:11:56.719271] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-11-20T23:11:56.719362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:56.719445] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:56.719504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:56.719608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:56.790837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:56.792003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:56.792120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:56.792170] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:56.924872] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:56.925108] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:56.925161] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:56.925196] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:56.929263] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=11.64%)
[2025-11-20T23:11:56.929622] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-11-20T23:11:56.929846] [INFO ] [sig       ] PSN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:57.075933] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PSN.txt
[2025-11-20T23:11:57.076163] [INFO ] [sig       ] [819/1341] Completed PSN in 0.4s | 2.71 sym/s | Total: 5.0m | ETA: 3.2m
[2025-11-20T23:11:57.076220] [INFO ] [sig       ] [820/1341] Forecasting PSO...
[2025-11-20T23:11:57.076262] [INFO ] [sig       ] Generating forecast for: PSO
[2025-11-20T23:11:57.076333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-11-20T23:11:57.089738] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PSO'.
[2025-11-20T23:11:57.090240] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-11-20T23:11:57.091157] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-11-20T23:11:57.091229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:57.091277] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:57.091323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:57.091416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:57.161938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:57.163101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:57.163230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:57.163291] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:57.288534] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:57.288803] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:57.288879] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:57.288929] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:57.293092] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: DOWN (p=4.01%)
[2025-11-20T23:11:57.293490] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-11-20T23:11:57.293703] [INFO ] [sig       ] PSO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:57.437465] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PSO.txt
[2025-11-20T23:11:57.437703] [INFO ] [sig       ] [820/1341] Completed PSO in 0.4s | 2.71 sym/s | Total: 5.0m | ETA: 3.2m
[2025-11-20T23:11:57.437791] [INFO ] [sig       ] [821/1341] Forecasting PSQH...
[2025-11-20T23:11:57.437838] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-11-20T23:11:57.437880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-11-20T23:11:57.451010] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PSQH'.
[2025-11-20T23:11:57.451501] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-11-20T23:11:57.452351] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-11-20T23:11:57.452424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:57.452473] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:57.452514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:57.452588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:57.522877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:57.524042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:57.524157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:57.524209] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:57.646933] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:57.647176] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:57.647226] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:57.647260] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:57.651049] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: UP (p=89.49%)
[2025-11-20T23:11:57.651465] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-11-20T23:11:57.651671] [INFO ] [sig       ] PSQH: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:57.805414] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PSQH.txt
[2025-11-20T23:11:57.805638] [INFO ] [sig       ] [821/1341] Completed PSQH in 0.4s | 2.71 sym/s | Total: 5.1m | ETA: 3.2m
[2025-11-20T23:11:57.805775] [INFO ] [sig       ] [822/1341] Forecasting PSTG...
[2025-11-20T23:11:57.805825] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-11-20T23:11:57.805884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-11-20T23:11:57.818963] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PSTG'.
[2025-11-20T23:11:57.819367] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-11-20T23:11:57.820285] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-11-20T23:11:57.820363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:57.820413] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:57.820454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:57.820550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:57.893404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:57.894345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:57.894447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:57.894495] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:58.035684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:58.035927] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:58.035982] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:58.036019] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:58.043287] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: DOWN (p=45.57%)
[2025-11-20T23:11:58.043773] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-11-20T23:11:58.043979] [INFO ] [sig       ] PSTG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:58.188580] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PSTG.txt
[2025-11-20T23:11:58.188781] [INFO ] [sig       ] [822/1341] Completed PSTG in 0.4s | 2.71 sym/s | Total: 5.1m | ETA: 3.2m
[2025-11-20T23:11:58.188845] [INFO ] [sig       ] [823/1341] Forecasting PSTL...
[2025-11-20T23:11:58.188888] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-11-20T23:11:58.188958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-11-20T23:11:58.201735] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PSTL'.
[2025-11-20T23:11:58.202231] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-11-20T23:11:58.203135] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-11-20T23:11:58.203209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:58.203255] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:58.203295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:58.203362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:58.271243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:58.272178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:58.272278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:58.272327] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:58.398832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:58.399045] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:58.399094] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:58.399129] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:58.403371] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-11-20T23:11:58.403804] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-11-20T23:11:58.404014] [INFO ] [sig       ] PSTL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:58.543600] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PSTL.txt
[2025-11-20T23:11:58.543784] [INFO ] [sig       ] [823/1341] Completed PSTL in 0.4s | 2.71 sym/s | Total: 5.1m | ETA: 3.2m
[2025-11-20T23:11:58.543869] [INFO ] [sig       ] [824/1341] Forecasting PSX...
[2025-11-20T23:11:58.543916] [INFO ] [sig       ] Generating forecast for: PSX
[2025-11-20T23:11:58.543954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-11-20T23:11:58.555774] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PSX'.
[2025-11-20T23:11:58.556149] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-11-20T23:11:58.556995] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-11-20T23:11:58.557068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:58.557114] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:58.557154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:58.557223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:58.624011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:58.624970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:58.625071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:58.625123] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:58.744393] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:58.744596] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:58.744661] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:58.744707] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:58.748199] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: UP (p=79.38%)
[2025-11-20T23:11:58.748496] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-11-20T23:11:58.748689] [INFO ] [sig       ] PSX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:11:58.890816] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PSX.txt
[2025-11-20T23:11:58.890986] [INFO ] [sig       ] [824/1341] Completed PSX in 0.3s | 2.71 sym/s | Total: 5.1m | ETA: 3.2m
[2025-11-20T23:11:58.891039] [INFO ] [sig       ] [825/1341] Forecasting PTA...
[2025-11-20T23:11:58.891108] [INFO ] [sig       ] Generating forecast for: PTA
[2025-11-20T23:11:58.891147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-11-20T23:11:58.903662] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PTA'.
[2025-11-20T23:11:58.903975] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-11-20T23:11:58.904779] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-11-20T23:11:58.904848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:58.904894] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:58.904935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:58.905003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:58.971307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:58.972047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:58.972141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:58.972188] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:59.091092] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:59.092939] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:59.093024] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:59.093073] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:59.096530] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-11-20T23:11:59.096881] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-11-20T23:11:59.097045] [INFO ] [sig       ] PTA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:59.240344] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PTA.txt
[2025-11-20T23:11:59.240563] [INFO ] [sig       ] [825/1341] Completed PTA in 0.3s | 2.71 sym/s | Total: 5.1m | ETA: 3.2m
[2025-11-20T23:11:59.240620] [INFO ] [sig       ] [826/1341] Forecasting PTY...
[2025-11-20T23:11:59.240830] [INFO ] [sig       ] Generating forecast for: PTY
[2025-11-20T23:11:59.240878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-11-20T23:11:59.254159] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PTY'.
[2025-11-20T23:11:59.254540] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-11-20T23:11:59.255342] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-11-20T23:11:59.255413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:59.255460] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:59.255500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:59.255569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:59.322535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:59.323490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:59.323604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:59.323679] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:59.436122] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:59.436299] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:59.436345] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:59.436446] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:59.440053] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: DOWN (p=17.15%)
[2025-11-20T23:11:59.440346] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-11-20T23:11:59.440487] [INFO ] [sig       ] PTY: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:59.580398] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PTY.txt
[2025-11-20T23:11:59.580546] [INFO ] [sig       ] [826/1341] Completed PTY in 0.3s | 2.71 sym/s | Total: 5.1m | ETA: 3.2m
[2025-11-20T23:11:59.580601] [INFO ] [sig       ] [827/1341] Forecasting PUK...
[2025-11-20T23:11:59.580669] [INFO ] [sig       ] Generating forecast for: PUK
[2025-11-20T23:11:59.580733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-11-20T23:11:59.593337] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PUK'.
[2025-11-20T23:11:59.593787] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-11-20T23:11:59.594625] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-11-20T23:11:59.594723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:59.594773] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:59.594816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:59.594913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:11:59.662537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:11:59.663514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:11:59.663629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:11:59.663720] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:11:59.779961] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:11:59.780194] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:11:59.780244] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:11:59.780279] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:11:59.784068] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: DOWN (p=24.85%)
[2025-11-20T23:11:59.784681] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-11-20T23:11:59.784929] [INFO ] [sig       ] PUK: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:11:59.929666] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PUK.txt
[2025-11-20T23:11:59.929842] [INFO ] [sig       ] [827/1341] Completed PUK in 0.3s | 2.71 sym/s | Total: 5.1m | ETA: 3.2m
[2025-11-20T23:11:59.929899] [INFO ] [sig       ] [828/1341] Forecasting PUMP...
[2025-11-20T23:11:59.929942] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-11-20T23:11:59.930016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-11-20T23:11:59.941778] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PUMP'.
[2025-11-20T23:11:59.942126] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-11-20T23:11:59.942943] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-11-20T23:11:59.943014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:11:59.943062] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:11:59.943107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:11:59.943188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:00.009958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:00.010967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:00.011080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:00.011169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:00.140105] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:00.140316] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:00.140362] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:00.140395] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:00.143979] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: DOWN (p=8.24%)
[2025-11-20T23:12:00.144348] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-11-20T23:12:00.144514] [INFO ] [sig       ] PUMP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:00.288944] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PUMP.txt
[2025-11-20T23:12:00.289227] [INFO ] [sig       ] [828/1341] Completed PUMP in 0.4s | 2.71 sym/s | Total: 5.1m | ETA: 3.2m
[2025-11-20T23:12:00.289336] [INFO ] [sig       ] [829/1341] Forecasting PVH...
[2025-11-20T23:12:00.289437] [INFO ] [sig       ] Generating forecast for: PVH
[2025-11-20T23:12:00.289484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-11-20T23:12:00.303565] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PVH'.
[2025-11-20T23:12:00.304118] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-11-20T23:12:00.305033] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-11-20T23:12:00.305105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:00.305160] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:00.305203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:00.305284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:00.375397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:00.376551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:00.376736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:00.376812] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:00.496481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:00.496762] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:00.496847] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:00.496925] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:00.501587] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=45.47%)
[2025-11-20T23:12:00.501971] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-11-20T23:12:00.502152] [INFO ] [sig       ] PVH: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:00.651474] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PVH.txt
[2025-11-20T23:12:00.651881] [INFO ] [sig       ] [829/1341] Completed PVH in 0.4s | 2.71 sym/s | Total: 5.1m | ETA: 3.1m
[2025-11-20T23:12:00.651961] [INFO ] [sig       ] [830/1341] Forecasting PVL...
[2025-11-20T23:12:00.652009] [INFO ] [sig       ] Generating forecast for: PVL
[2025-11-20T23:12:00.652068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-11-20T23:12:00.665504] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PVL'.
[2025-11-20T23:12:00.666146] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-11-20T23:12:00.667282] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-11-20T23:12:00.667365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:00.667415] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:00.667482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:00.667559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:00.744076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:00.745379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:00.745500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:00.745575] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:01.492188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:01.492488] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:01.492545] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:01.492580] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:01.496824] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: DOWN (p=35.52%)
[2025-11-20T23:12:01.497240] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-11-20T23:12:01.497496] [INFO ] [sig       ] PVL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:01.644884] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/PVL.txt
[2025-11-20T23:12:01.645129] [INFO ] [sig       ] [830/1341] Completed PVL in 1.0s | 2.70 sym/s | Total: 5.1m | ETA: 3.1m
[2025-11-20T23:12:01.645183] [INFO ] [sig       ] [831/1341] Forecasting PWR...
[2025-11-20T23:12:01.645220] [INFO ] [sig       ] Generating forecast for: PWR
[2025-11-20T23:12:01.645265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWR' from 'https://tdm.silogroup.org/data/derivative_storage/PWR.csv'.
[2025-11-20T23:12:01.658899] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PWR'.
[2025-11-20T23:12:01.659392] [INFO ] [FORECASTER] Starting predict_future for PWR
[2025-11-20T23:12:01.660328] [DEBUG] [LOCAL     ] No optimal features file found for PWR: ./output/feature-sets/PWR.txt
[2025-11-20T23:12:01.660400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:01.660446] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:01.660486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:01.660556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:01.729906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:01.731159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:01.731283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:01.731331] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:01.864864] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:01.865144] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:01.865233] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:01.865282] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:01.869826] [DEBUG] [FORECASTER] PWR: Forecast T+1@11:T+2@11: UP (p=78.77%)
[2025-11-20T23:12:01.870355] [INFO ] [FORECASTER] Completed predict_future for PWR
[2025-11-20T23:12:01.870545] [INFO ] [sig       ] PWR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:02.022316] [INFO ] [LOCAL     ] Saved forecast: PWR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PWR.txt
[2025-11-20T23:12:02.022615] [INFO ] [sig       ] [831/1341] Completed PWR in 0.4s | 2.70 sym/s | Total: 5.1m | ETA: 3.1m
[2025-11-20T23:12:02.022693] [INFO ] [sig       ] [832/1341] Forecasting PX...
[2025-11-20T23:12:02.022739] [INFO ] [sig       ] Generating forecast for: PX
[2025-11-20T23:12:02.022784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-11-20T23:12:02.036266] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'PX'.
[2025-11-20T23:12:02.036705] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-11-20T23:12:02.037598] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-11-20T23:12:02.037706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:02.037757] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:02.037801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:02.037870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:02.104171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:02.104918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:02.105016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:02.105065] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:02.239763] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:02.239950] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:02.239998] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:02.240031] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:02.243589] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: UP (p=87.90%)
[2025-11-20T23:12:02.243909] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-11-20T23:12:02.244078] [INFO ] [sig       ] PX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:02.388093] [INFO ] [LOCAL     ] Saved forecast: PX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/PX.txt
[2025-11-20T23:12:02.388255] [INFO ] [sig       ] [832/1341] Completed PX in 0.4s | 2.70 sym/s | Total: 5.1m | ETA: 3.1m
[2025-11-20T23:12:02.388316] [INFO ] [sig       ] [833/1341] Forecasting QBTS...
[2025-11-20T23:12:02.388360] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-11-20T23:12:02.388424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-11-20T23:12:02.402116] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'QBTS'.
[2025-11-20T23:12:02.402885] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-11-20T23:12:02.404495] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-11-20T23:12:02.404591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:02.404688] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:02.404751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:02.404851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:02.479675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:02.481520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:02.481820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:02.481883] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:02.607248] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:02.607462] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:02.607510] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:02.607544] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:02.611131] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: DOWN (p=9.22%)
[2025-11-20T23:12:02.611450] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-11-20T23:12:02.611602] [INFO ] [sig       ] QBTS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:02.752501] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/QBTS.txt
[2025-11-20T23:12:02.752689] [INFO ] [sig       ] [833/1341] Completed QBTS in 0.4s | 2.70 sym/s | Total: 5.1m | ETA: 3.1m
[2025-11-20T23:12:02.752745] [INFO ] [sig       ] [834/1341] Forecasting QD...
[2025-11-20T23:12:02.752811] [INFO ] [sig       ] Generating forecast for: QD
[2025-11-20T23:12:02.752850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-11-20T23:12:02.766583] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'QD'.
[2025-11-20T23:12:02.767304] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-11-20T23:12:02.768366] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-11-20T23:12:02.768444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:02.768498] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:02.768545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:02.768625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:02.840909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:02.842209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:02.842339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:02.842392] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:02.965406] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:02.965682] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:02.965744] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:02.965779] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:02.969898] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-11-20T23:12:02.970238] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-11-20T23:12:02.970400] [INFO ] [sig       ] QD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:03.120912] [INFO ] [LOCAL     ] Saved forecast: QD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/QD.txt
[2025-11-20T23:12:03.121156] [INFO ] [sig       ] [834/1341] Completed QD in 0.4s | 2.70 sym/s | Total: 5.1m | ETA: 3.1m
[2025-11-20T23:12:03.121243] [INFO ] [sig       ] [835/1341] Forecasting QGEN...
[2025-11-20T23:12:03.121284] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-11-20T23:12:03.121335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-11-20T23:12:03.134742] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'QGEN'.
[2025-11-20T23:12:03.135351] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-11-20T23:12:03.136380] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-11-20T23:12:03.136463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:03.136540] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:03.136587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:03.136738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:03.205239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:03.206464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:03.206579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:03.206630] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:03.335136] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:03.335399] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:03.335452] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:03.335486] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:03.339794] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: UP (p=79.63%)
[2025-11-20T23:12:03.340209] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-11-20T23:12:03.340384] [INFO ] [sig       ] QGEN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:03.491287] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/QGEN.txt
[2025-11-20T23:12:03.491589] [INFO ] [sig       ] [835/1341] Completed QGEN in 0.4s | 2.70 sym/s | Total: 5.1m | ETA: 3.1m
[2025-11-20T23:12:03.491682] [INFO ] [sig       ] [836/1341] Forecasting QS...
[2025-11-20T23:12:03.491733] [INFO ] [sig       ] Generating forecast for: QS
[2025-11-20T23:12:03.491780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-11-20T23:12:03.506069] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'QS'.
[2025-11-20T23:12:03.506582] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-11-20T23:12:03.507546] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-11-20T23:12:03.507621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:03.507698] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:03.507741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:03.507815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:03.577783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:03.579215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:03.579417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:03.579488] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:03.714677] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:03.714942] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:03.714995] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:03.715029] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:03.719084] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=9.79%)
[2025-11-20T23:12:03.719422] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-11-20T23:12:03.719585] [INFO ] [sig       ] QS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:03.865312] [INFO ] [LOCAL     ] Saved forecast: QS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/QS.txt
[2025-11-20T23:12:03.865508] [INFO ] [sig       ] [836/1341] Completed QS in 0.4s | 2.70 sym/s | Total: 5.2m | ETA: 3.1m
[2025-11-20T23:12:03.865584] [INFO ] [sig       ] [837/1341] Forecasting QSR...
[2025-11-20T23:12:03.865693] [INFO ] [sig       ] Generating forecast for: QSR
[2025-11-20T23:12:03.865757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSR' from 'https://tdm.silogroup.org/data/derivative_storage/QSR.csv'.
[2025-11-20T23:12:03.878370] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'QSR'.
[2025-11-20T23:12:03.878909] [INFO ] [FORECASTER] Starting predict_future for QSR
[2025-11-20T23:12:03.879872] [DEBUG] [LOCAL     ] No optimal features file found for QSR: ./output/feature-sets/QSR.txt
[2025-11-20T23:12:03.879949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:03.879998] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:03.880041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:03.880113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:03.949966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:03.950960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:03.951065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:03.951118] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:04.070478] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:04.070712] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:04.070800] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:04.070848] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:04.074774] [DEBUG] [FORECASTER] QSR: Forecast T+1@11:T+2@11: DOWN (p=47.33%)
[2025-11-20T23:12:04.075123] [INFO ] [FORECASTER] Completed predict_future for QSR
[2025-11-20T23:12:04.075275] [INFO ] [sig       ] QSR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:04.234790] [INFO ] [LOCAL     ] Saved forecast: QSR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/QSR.txt
[2025-11-20T23:12:04.235005] [INFO ] [sig       ] [837/1341] Completed QSR in 0.4s | 2.70 sym/s | Total: 5.2m | ETA: 3.1m
[2025-11-20T23:12:04.235060] [INFO ] [sig       ] [838/1341] Forecasting QTWO...
[2025-11-20T23:12:04.235105] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-11-20T23:12:04.235140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-11-20T23:12:04.247597] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'QTWO'.
[2025-11-20T23:12:04.248036] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-11-20T23:12:04.248874] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-11-20T23:12:04.248944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:04.248993] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:04.249034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:04.249103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:04.317090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:04.317905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:04.318005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:04.318055] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:04.429389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:04.429580] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:04.429627] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:04.429685] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:04.433139] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: DOWN (p=37.47%)
[2025-11-20T23:12:04.433429] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-11-20T23:12:04.433567] [INFO ] [sig       ] QTWO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:04.579098] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/QTWO.txt
[2025-11-20T23:12:04.579284] [INFO ] [sig       ] [838/1341] Completed QTWO in 0.3s | 2.70 sym/s | Total: 5.2m | ETA: 3.1m
[2025-11-20T23:12:04.579368] [INFO ] [sig       ] [839/1341] Forecasting QUAD...
[2025-11-20T23:12:04.579436] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-11-20T23:12:04.579492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-11-20T23:12:04.591856] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'QUAD'.
[2025-11-20T23:12:04.592246] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-11-20T23:12:04.593094] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-11-20T23:12:04.593166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:04.593213] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:04.593256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:04.593324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:04.659700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:04.660466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:04.660568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:04.660620] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:04.779257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:04.779440] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:04.779503] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:04.779538] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:04.783028] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=31.30%)
[2025-11-20T23:12:04.783325] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-11-20T23:12:04.783473] [INFO ] [sig       ] QUAD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:04.922360] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/QUAD.txt
[2025-11-20T23:12:04.922521] [INFO ] [sig       ] [839/1341] Completed QUAD in 0.3s | 2.70 sym/s | Total: 5.2m | ETA: 3.1m
[2025-11-20T23:12:04.922577] [INFO ] [sig       ] [840/1341] Forecasting QVCC...
[2025-11-20T23:12:04.922620] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-11-20T23:12:04.922707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-11-20T23:12:04.934530] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'QVCC'.
[2025-11-20T23:12:04.934914] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-11-20T23:12:04.935738] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-11-20T23:12:04.935807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:04.935852] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:04.935894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:04.935966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:05.007849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:05.008924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:05.009040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:05.009093] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:05.132930] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:05.133134] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:05.133183] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:05.133219] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:05.137170] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: UP (p=69.43%)
[2025-11-20T23:12:05.137471] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-11-20T23:12:05.137628] [INFO ] [sig       ] QVCC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:05.276556] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/QVCC.txt
[2025-11-20T23:12:05.276750] [INFO ] [sig       ] [840/1341] Completed QVCC in 0.4s | 2.71 sym/s | Total: 5.2m | ETA: 3.1m
[2025-11-20T23:12:05.276839] [INFO ] [sig       ] [841/1341] Forecasting QVCD...
[2025-11-20T23:12:05.276953] [INFO ] [sig       ] Generating forecast for: QVCD
[2025-11-20T23:12:05.277011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCD' from 'https://tdm.silogroup.org/data/derivative_storage/QVCD.csv'.
[2025-11-20T23:12:05.288458] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'QVCD'.
[2025-11-20T23:12:05.288787] [INFO ] [FORECASTER] Starting predict_future for QVCD
[2025-11-20T23:12:05.289623] [DEBUG] [LOCAL     ] No optimal features file found for QVCD: ./output/feature-sets/QVCD.txt
[2025-11-20T23:12:05.289720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:05.289788] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:05.289854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:05.289967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:05.357954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:05.358702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:05.358825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:05.358898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:05.476919] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:05.477110] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:05.477156] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:05.477190] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:05.480671] [DEBUG] [FORECASTER] QVCD: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-11-20T23:12:05.480976] [INFO ] [FORECASTER] Completed predict_future for QVCD
[2025-11-20T23:12:05.481118] [INFO ] [sig       ] QVCD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:05.621092] [INFO ] [LOCAL     ] Saved forecast: QVCD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/QVCD.txt
[2025-11-20T23:12:05.621255] [INFO ] [sig       ] [841/1341] Completed QVCD in 0.3s | 2.71 sym/s | Total: 5.2m | ETA: 3.1m
[2025-11-20T23:12:05.621312] [INFO ] [sig       ] [842/1341] Forecasting R...
[2025-11-20T23:12:05.621378] [INFO ] [sig       ] Generating forecast for: R
[2025-11-20T23:12:05.621412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'R' from 'https://tdm.silogroup.org/data/derivative_storage/R.csv'.
[2025-11-20T23:12:05.633106] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'R'.
[2025-11-20T23:12:05.633538] [INFO ] [FORECASTER] Starting predict_future for R
[2025-11-20T23:12:05.634340] [DEBUG] [LOCAL     ] No optimal features file found for R: ./output/feature-sets/R.txt
[2025-11-20T23:12:05.634411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:05.634457] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:05.634498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:05.634568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:05.701364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:05.702056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:05.702151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:05.702199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:05.807491] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:05.807695] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:05.807763] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:05.807809] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:05.811360] [DEBUG] [FORECASTER] R: Forecast T+1@11:T+2@11: DOWN (p=32.05%)
[2025-11-20T23:12:05.811681] [INFO ] [FORECASTER] Completed predict_future for R
[2025-11-20T23:12:05.811842] [INFO ] [sig       ] R: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:05.952330] [INFO ] [LOCAL     ] Saved forecast: R	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/R.txt
[2025-11-20T23:12:05.952525] [INFO ] [sig       ] [842/1341] Completed R in 0.3s | 2.71 sym/s | Total: 5.2m | ETA: 3.1m
[2025-11-20T23:12:05.952581] [INFO ] [sig       ] [843/1341] Forecasting RA...
[2025-11-20T23:12:05.952666] [INFO ] [sig       ] Generating forecast for: RA
[2025-11-20T23:12:05.952708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-11-20T23:12:05.964930] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RA'.
[2025-11-20T23:12:05.965382] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-11-20T23:12:05.966207] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-11-20T23:12:05.966277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:05.966338] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:05.966381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:05.966449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:06.033862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:06.034767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:06.034865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:06.034913] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:06.141379] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:06.141592] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:06.141658] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:06.141708] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:06.145283] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=27.65%)
[2025-11-20T23:12:06.145589] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-11-20T23:12:06.145798] [INFO ] [sig       ] RA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:06.285848] [INFO ] [LOCAL     ] Saved forecast: RA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RA.txt
[2025-11-20T23:12:06.286021] [INFO ] [sig       ] [843/1341] Completed RA in 0.3s | 2.71 sym/s | Total: 5.2m | ETA: 3.1m
[2025-11-20T23:12:06.286078] [INFO ] [sig       ] [844/1341] Forecasting RACE...
[2025-11-20T23:12:06.286123] [INFO ] [sig       ] Generating forecast for: RACE
[2025-11-20T23:12:06.286191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-11-20T23:12:06.298825] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RACE'.
[2025-11-20T23:12:06.299186] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-11-20T23:12:06.299996] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-11-20T23:12:06.300067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:06.300114] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:06.300158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:06.300228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:06.366096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:06.366807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:06.366923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:06.366973] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:06.480774] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:06.480973] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:06.481021] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:06.481055] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:06.484510] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=87.85%)
[2025-11-20T23:12:06.484831] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-11-20T23:12:06.485001] [INFO ] [sig       ] RACE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:06.629362] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RACE.txt
[2025-11-20T23:12:06.629691] [INFO ] [sig       ] [844/1341] Completed RACE in 0.3s | 2.71 sym/s | Total: 5.2m | ETA: 3.1m
[2025-11-20T23:12:06.629764] [INFO ] [sig       ] [845/1341] Forecasting RAMP...
[2025-11-20T23:12:06.629820] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-11-20T23:12:06.629866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-11-20T23:12:06.643626] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RAMP'.
[2025-11-20T23:12:06.644145] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-11-20T23:12:06.645117] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-11-20T23:12:06.645189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:06.645236] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:06.645276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:06.645348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:06.713400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:06.714619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:06.714757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:06.714808] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:06.843962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:06.844207] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:06.844261] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:06.844298] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:06.848296] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: DOWN (p=13.86%)
[2025-11-20T23:12:06.848634] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-11-20T23:12:06.848833] [INFO ] [sig       ] RAMP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:06.999961] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RAMP.txt
[2025-11-20T23:12:07.000252] [INFO ] [sig       ] [845/1341] Completed RAMP in 0.4s | 2.71 sym/s | Total: 5.2m | ETA: 3.1m
[2025-11-20T23:12:07.000316] [INFO ] [sig       ] [846/1341] Forecasting RBA...
[2025-11-20T23:12:07.000362] [INFO ] [sig       ] Generating forecast for: RBA
[2025-11-20T23:12:07.000405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-11-20T23:12:07.014489] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RBA'.
[2025-11-20T23:12:07.015090] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-11-20T23:12:07.016103] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-11-20T23:12:07.016177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:07.016225] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:07.016267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:07.016342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:07.089362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:07.090546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:07.090681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:07.090734] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:07.223775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:07.224038] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:07.224093] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:07.224127] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:07.228323] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=39.81%)
[2025-11-20T23:12:07.228709] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-11-20T23:12:07.228890] [INFO ] [sig       ] RBA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:07.377783] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RBA.txt
[2025-11-20T23:12:07.378045] [INFO ] [sig       ] [846/1341] Completed RBA in 0.4s | 2.71 sym/s | Total: 5.2m | ETA: 3.0m
[2025-11-20T23:12:07.378136] [INFO ] [sig       ] [847/1341] Forecasting RBC...
[2025-11-20T23:12:07.378186] [INFO ] [sig       ] Generating forecast for: RBC
[2025-11-20T23:12:07.378237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-11-20T23:12:07.392495] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RBC'.
[2025-11-20T23:12:07.393118] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-11-20T23:12:07.394086] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-11-20T23:12:07.394162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:07.394211] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:07.394255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:07.394346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:07.465294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:07.466482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:07.466591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:07.466659] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:07.567623] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:07.567830] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:07.567881] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:07.567916] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:07.571523] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=6.61%)
[2025-11-20T23:12:07.571852] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-11-20T23:12:07.572007] [INFO ] [sig       ] RBC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:07.720299] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RBC.txt
[2025-11-20T23:12:07.720502] [INFO ] [sig       ] [847/1341] Completed RBC in 0.3s | 2.71 sym/s | Total: 5.2m | ETA: 3.0m
[2025-11-20T23:12:07.720560] [INFO ] [sig       ] [848/1341] Forecasting RBLX...
[2025-11-20T23:12:07.720634] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-11-20T23:12:07.720707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-11-20T23:12:07.733468] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RBLX'.
[2025-11-20T23:12:07.733844] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-11-20T23:12:07.734680] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-11-20T23:12:07.734751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:07.734798] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:07.734840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:07.734911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:07.806791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:07.807762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:07.807875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:07.807930] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:07.930802] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:07.930993] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:07.931041] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:07.931074] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:07.934659] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: DOWN (p=17.39%)
[2025-11-20T23:12:07.934956] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-11-20T23:12:07.935128] [INFO ] [sig       ] RBLX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:08.078164] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RBLX.txt
[2025-11-20T23:12:08.078333] [INFO ] [sig       ] [848/1341] Completed RBLX in 0.4s | 2.71 sym/s | Total: 5.2m | ETA: 3.0m
[2025-11-20T23:12:08.078387] [INFO ] [sig       ] [849/1341] Forecasting RBOT...
[2025-11-20T23:12:08.078431] [INFO ] [sig       ] Generating forecast for: RBOT
[2025-11-20T23:12:08.078471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBOT' from 'https://tdm.silogroup.org/data/derivative_storage/RBOT.csv'.
[2025-11-20T23:12:08.090425] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RBOT'.
[2025-11-20T23:12:08.090810] [INFO ] [FORECASTER] Starting predict_future for RBOT
[2025-11-20T23:12:08.091661] [DEBUG] [LOCAL     ] No optimal features file found for RBOT: ./output/feature-sets/RBOT.txt
[2025-11-20T23:12:08.091734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:08.091790] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:08.091847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:08.091924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:08.159300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:08.160037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:08.160132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:08.160179] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:08.276018] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:08.276186] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:08.276231] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:08.276265] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:08.280111] [DEBUG] [FORECASTER] RBOT: Forecast T+1@11:T+2@11: UP (p=56.68%)
[2025-11-20T23:12:08.280409] [INFO ] [FORECASTER] Completed predict_future for RBOT
[2025-11-20T23:12:08.280557] [INFO ] [sig       ] RBOT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:08.422228] [INFO ] [LOCAL     ] Saved forecast: RBOT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RBOT.txt
[2025-11-20T23:12:08.422446] [INFO ] [sig       ] [849/1341] Completed RBOT in 0.3s | 2.71 sym/s | Total: 5.2m | ETA: 3.0m
[2025-11-20T23:12:08.422503] [INFO ] [sig       ] [850/1341] Forecasting RC...
[2025-11-20T23:12:08.422574] [INFO ] [sig       ] Generating forecast for: RC
[2025-11-20T23:12:08.422613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-11-20T23:12:08.434909] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RC'.
[2025-11-20T23:12:08.435359] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-11-20T23:12:08.436189] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-11-20T23:12:08.436260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:08.436307] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:08.436349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:08.436418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:08.504835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:08.505729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:08.505833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:08.505883] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:08.630956] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:08.631186] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:08.631237] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:08.631302] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:08.634933] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-11-20T23:12:08.635469] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-11-20T23:12:08.635727] [INFO ] [sig       ] RC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:08.778532] [INFO ] [LOCAL     ] Saved forecast: RC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RC.txt
[2025-11-20T23:12:08.778754] [INFO ] [sig       ] [850/1341] Completed RC in 0.4s | 2.71 sym/s | Total: 5.2m | ETA: 3.0m
[2025-11-20T23:12:08.778827] [INFO ] [sig       ] [851/1341] Forecasting RCI...
[2025-11-20T23:12:08.778909] [INFO ] [sig       ] Generating forecast for: RCI
[2025-11-20T23:12:08.778955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-11-20T23:12:08.795834] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RCI'.
[2025-11-20T23:12:08.796528] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-11-20T23:12:08.797819] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-11-20T23:12:08.797908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:08.797986] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:08.798054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:08.798161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:08.879210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:08.880560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:08.880735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:08.880796] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:09.009974] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:09.010186] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:09.010235] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:09.010270] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:09.013952] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=13.80%)
[2025-11-20T23:12:09.014448] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-11-20T23:12:09.014695] [INFO ] [sig       ] RCI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:09.156453] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RCI.txt
[2025-11-20T23:12:09.156699] [INFO ] [sig       ] [851/1341] Completed RCI in 0.4s | 2.71 sym/s | Total: 5.2m | ETA: 3.0m
[2025-11-20T23:12:09.156779] [INFO ] [sig       ] [852/1341] Forecasting RCL...
[2025-11-20T23:12:09.156814] [INFO ] [sig       ] Generating forecast for: RCL
[2025-11-20T23:12:09.156858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-11-20T23:12:09.168616] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RCL'.
[2025-11-20T23:12:09.168996] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-11-20T23:12:09.169797] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-11-20T23:12:09.169874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:09.169924] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:09.169969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:09.170039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:09.237471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:09.238555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:09.238685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:09.238739] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:09.346710] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:09.346889] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:09.346942] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:09.346977] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:09.350462] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-11-20T23:12:09.350934] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-11-20T23:12:09.351152] [INFO ] [sig       ] RCL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:09.492311] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RCL.txt
[2025-11-20T23:12:09.492470] [INFO ] [sig       ] [852/1341] Completed RCL in 0.3s | 2.71 sym/s | Total: 5.2m | ETA: 3.0m
[2025-11-20T23:12:09.492524] [INFO ] [sig       ] [853/1341] Forecasting RCS...
[2025-11-20T23:12:09.492568] [INFO ] [sig       ] Generating forecast for: RCS
[2025-11-20T23:12:09.492609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-11-20T23:12:09.504853] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RCS'.
[2025-11-20T23:12:09.505331] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-11-20T23:12:09.506177] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-11-20T23:12:09.506248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:09.506295] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:09.506335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:09.506408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:09.574088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:09.575046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:09.575151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:09.575198] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:09.679292] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:09.679494] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:09.679542] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:09.679577] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:09.683136] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=99.71%)
[2025-11-20T23:12:09.683502] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-11-20T23:12:09.683670] [INFO ] [sig       ] RCS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:09.829630] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RCS.txt
[2025-11-20T23:12:09.829852] [INFO ] [sig       ] [853/1341] Completed RCS in 0.3s | 2.71 sym/s | Total: 5.3m | ETA: 3.0m
[2025-11-20T23:12:09.829908] [INFO ] [sig       ] [854/1341] Forecasting RCUS...
[2025-11-20T23:12:09.829977] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-11-20T23:12:09.830023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-11-20T23:12:09.841931] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RCUS'.
[2025-11-20T23:12:09.842273] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-11-20T23:12:09.843083] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-11-20T23:12:09.843154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:09.843200] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:09.843240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:09.843309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:09.910196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:09.910893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:09.910992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:09.911042] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:10.018404] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:10.018589] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:10.018638] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:10.018754] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:10.022783] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: DOWN (p=8.12%)
[2025-11-20T23:12:10.023181] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-11-20T23:12:10.023380] [INFO ] [sig       ] RCUS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:10.181434] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RCUS.txt
[2025-11-20T23:12:10.181601] [INFO ] [sig       ] [854/1341] Completed RCUS in 0.4s | 2.71 sym/s | Total: 5.3m | ETA: 3.0m
[2025-11-20T23:12:10.181674] [INFO ] [sig       ] [855/1341] Forecasting RDN...
[2025-11-20T23:12:10.181720] [INFO ] [sig       ] Generating forecast for: RDN
[2025-11-20T23:12:10.181788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDN' from 'https://tdm.silogroup.org/data/derivative_storage/RDN.csv'.
[2025-11-20T23:12:10.193154] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RDN'.
[2025-11-20T23:12:10.193475] [INFO ] [FORECASTER] Starting predict_future for RDN
[2025-11-20T23:12:10.194280] [DEBUG] [LOCAL     ] No optimal features file found for RDN: ./output/feature-sets/RDN.txt
[2025-11-20T23:12:10.194349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:10.194394] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:10.194433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:10.194502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:10.264199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:10.264943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:10.265044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:10.265092] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:10.360704] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:10.360874] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:10.360920] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:10.360955] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:10.364543] [DEBUG] [FORECASTER] RDN: Forecast T+1@11:T+2@11: UP (p=78.64%)
[2025-11-20T23:12:10.364852] [INFO ] [FORECASTER] Completed predict_future for RDN
[2025-11-20T23:12:10.364994] [INFO ] [sig       ] RDN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:10.514636] [INFO ] [LOCAL     ] Saved forecast: RDN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RDN.txt
[2025-11-20T23:12:10.514852] [INFO ] [sig       ] [855/1341] Completed RDN in 0.3s | 2.71 sym/s | Total: 5.3m | ETA: 3.0m
[2025-11-20T23:12:10.514907] [INFO ] [sig       ] [856/1341] Forecasting RDW...
[2025-11-20T23:12:10.514950] [INFO ] [sig       ] Generating forecast for: RDW
[2025-11-20T23:12:10.514991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDW' from 'https://tdm.silogroup.org/data/derivative_storage/RDW.csv'.
[2025-11-20T23:12:10.526990] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RDW'.
[2025-11-20T23:12:10.527338] [INFO ] [FORECASTER] Starting predict_future for RDW
[2025-11-20T23:12:10.528197] [DEBUG] [LOCAL     ] No optimal features file found for RDW: ./output/feature-sets/RDW.txt
[2025-11-20T23:12:10.528280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:10.528328] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:10.528369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:10.528438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:10.596114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:10.596863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:10.596980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:10.597027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:10.706128] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:10.706309] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:10.706357] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:10.706393] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:10.710008] [DEBUG] [FORECASTER] RDW: Forecast T+1@11:T+2@11: DOWN (p=19.10%)
[2025-11-20T23:12:10.710312] [INFO ] [FORECASTER] Completed predict_future for RDW
[2025-11-20T23:12:10.710465] [INFO ] [sig       ] RDW: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:10.852565] [INFO ] [LOCAL     ] Saved forecast: RDW	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RDW.txt
[2025-11-20T23:12:10.852786] [INFO ] [sig       ] [856/1341] Completed RDW in 0.3s | 2.71 sym/s | Total: 5.3m | ETA: 3.0m
[2025-11-20T23:12:10.852843] [INFO ] [sig       ] [857/1341] Forecasting RDY...
[2025-11-20T23:12:10.852891] [INFO ] [sig       ] Generating forecast for: RDY
[2025-11-20T23:12:10.852934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-11-20T23:12:10.864999] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RDY'.
[2025-11-20T23:12:10.865387] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-11-20T23:12:10.866230] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-11-20T23:12:10.866301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:10.866348] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:10.866388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:10.866458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:10.934819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:10.935555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:10.935675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:10.935728] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:11.040532] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:11.040734] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:11.040809] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:11.040858] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:11.044319] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=96.96%)
[2025-11-20T23:12:11.044626] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-11-20T23:12:11.044809] [INFO ] [sig       ] RDY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:11.186768] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RDY.txt
[2025-11-20T23:12:11.186991] [INFO ] [sig       ] [857/1341] Completed RDY in 0.3s | 2.71 sym/s | Total: 5.3m | ETA: 3.0m
[2025-11-20T23:12:11.187049] [INFO ] [sig       ] [858/1341] Forecasting RELX...
[2025-11-20T23:12:11.187119] [INFO ] [sig       ] Generating forecast for: RELX
[2025-11-20T23:12:11.187170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-11-20T23:12:11.198982] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RELX'.
[2025-11-20T23:12:11.199294] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-11-20T23:12:11.200125] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-11-20T23:12:11.200195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:11.200240] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:11.200280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:11.200349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:11.269745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:11.270610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:11.270753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:11.270822] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:11.385228] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:11.385422] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:11.385469] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:11.385503] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:11.389097] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=27.27%)
[2025-11-20T23:12:11.389407] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-11-20T23:12:11.389556] [INFO ] [sig       ] RELX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:11.536165] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RELX.txt
[2025-11-20T23:12:11.536360] [INFO ] [sig       ] [858/1341] Completed RELX in 0.3s | 2.71 sym/s | Total: 5.3m | ETA: 3.0m
[2025-11-20T23:12:11.536416] [INFO ] [sig       ] [859/1341] Forecasting RERE...
[2025-11-20T23:12:11.536514] [INFO ] [sig       ] Generating forecast for: RERE
[2025-11-20T23:12:11.536586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-11-20T23:12:11.548832] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RERE'.
[2025-11-20T23:12:11.549250] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-11-20T23:12:11.550156] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-11-20T23:12:11.550233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:11.550302] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:11.550367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:11.550476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:11.625494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:11.626490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:11.626612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:11.626686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:11.727867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:11.728066] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:11.728115] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:11.728150] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:11.731827] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: DOWN (p=7.79%)
[2025-11-20T23:12:11.732133] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-11-20T23:12:11.732278] [INFO ] [sig       ] RERE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:11.874061] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RERE.txt
[2025-11-20T23:12:11.874248] [INFO ] [sig       ] [859/1341] Completed RERE in 0.3s | 2.71 sym/s | Total: 5.3m | ETA: 3.0m
[2025-11-20T23:12:11.874311] [INFO ] [sig       ] [860/1341] Forecasting RES...
[2025-11-20T23:12:11.874357] [INFO ] [sig       ] Generating forecast for: RES
[2025-11-20T23:12:11.874423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-11-20T23:12:11.886080] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RES'.
[2025-11-20T23:12:11.886451] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-11-20T23:12:11.887339] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-11-20T23:12:11.887412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:11.887461] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:11.887503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:11.887571] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:11.956969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:11.957622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:11.957738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:11.957787] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:12.067678] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:12.068268] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:12.068324] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:12.068363] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:12.071989] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: DOWN (p=8.45%)
[2025-11-20T23:12:12.072298] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-11-20T23:12:12.072474] [INFO ] [sig       ] RES: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:12.213042] [INFO ] [LOCAL     ] Saved forecast: RES	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RES.txt
[2025-11-20T23:12:12.213212] [INFO ] [sig       ] [860/1341] Completed RES in 0.3s | 2.71 sym/s | Total: 5.3m | ETA: 3.0m
[2025-11-20T23:12:12.213266] [INFO ] [sig       ] [861/1341] Forecasting REVG...
[2025-11-20T23:12:12.213390] [INFO ] [sig       ] Generating forecast for: REVG
[2025-11-20T23:12:12.213452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-11-20T23:12:12.226030] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'REVG'.
[2025-11-20T23:12:12.226473] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-11-20T23:12:12.227338] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-11-20T23:12:12.227410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:12.227457] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:12.227497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:12.227566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:12.294777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:12.295763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:12.295869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:12.295920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:12.403760] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:12.403982] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:12.404033] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:12.404068] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:12.408138] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: UP (p=56.56%)
[2025-11-20T23:12:12.408574] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-11-20T23:12:12.408786] [INFO ] [sig       ] REVG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:12.560573] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/REVG.txt
[2025-11-20T23:12:12.560782] [INFO ] [sig       ] [861/1341] Completed REVG in 0.3s | 2.71 sym/s | Total: 5.3m | ETA: 3.0m
[2025-11-20T23:12:12.560838] [INFO ] [sig       ] [862/1341] Forecasting REX...
[2025-11-20T23:12:12.560882] [INFO ] [sig       ] Generating forecast for: REX
[2025-11-20T23:12:12.560924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-11-20T23:12:12.576846] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'REX'.
[2025-11-20T23:12:12.577487] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-11-20T23:12:12.578698] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-11-20T23:12:12.578786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:12.578852] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:12.578908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:12.579008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:12.652233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:12.653249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:12.653366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:12.653416] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:12.758177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:12.758366] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:12.758415] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:12.758450] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:12.762027] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=75.07%)
[2025-11-20T23:12:12.762325] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-11-20T23:12:12.762476] [INFO ] [sig       ] REX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:12.909565] [INFO ] [LOCAL     ] Saved forecast: REX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/REX.txt
[2025-11-20T23:12:12.909772] [INFO ] [sig       ] [862/1341] Completed REX in 0.3s | 2.71 sym/s | Total: 5.3m | ETA: 2.9m
[2025-11-20T23:12:12.909829] [INFO ] [sig       ] [863/1341] Forecasting REXR...
[2025-11-20T23:12:12.909899] [INFO ] [sig       ] Generating forecast for: REXR
[2025-11-20T23:12:12.909934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REXR' from 'https://tdm.silogroup.org/data/derivative_storage/REXR.csv'.
[2025-11-20T23:12:12.921670] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'REXR'.
[2025-11-20T23:12:12.922095] [INFO ] [FORECASTER] Starting predict_future for REXR
[2025-11-20T23:12:12.922954] [DEBUG] [LOCAL     ] No optimal features file found for REXR: ./output/feature-sets/REXR.txt
[2025-11-20T23:12:12.923028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:12.923084] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:12.923126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:12.923235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:12.992704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:12.993639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:12.993761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:12.993824] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:13.104817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:13.105036] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:13.105105] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:13.105143] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:13.108969] [DEBUG] [FORECASTER] REXR: Forecast T+1@11:T+2@11: DOWN (p=6.53%)
[2025-11-20T23:12:13.109342] [INFO ] [FORECASTER] Completed predict_future for REXR
[2025-11-20T23:12:13.109494] [INFO ] [sig       ] REXR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:13.273542] [INFO ] [LOCAL     ] Saved forecast: REXR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/REXR.txt
[2025-11-20T23:12:13.274240] [INFO ] [sig       ] [863/1341] Completed REXR in 0.4s | 2.71 sym/s | Total: 5.3m | ETA: 2.9m
[2025-11-20T23:12:13.274302] [INFO ] [sig       ] [864/1341] Forecasting REZI...
[2025-11-20T23:12:13.274358] [INFO ] [sig       ] Generating forecast for: REZI
[2025-11-20T23:12:13.274401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-11-20T23:12:13.286551] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'REZI'.
[2025-11-20T23:12:13.287011] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-11-20T23:12:13.287914] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-11-20T23:12:13.287984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:13.288042] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:13.288084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:13.288190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:13.354793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:13.355833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:13.355952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:13.356002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:13.461929] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:13.462138] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:13.462187] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:13.462220] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:13.465978] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: DOWN (p=22.28%)
[2025-11-20T23:12:13.466290] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-11-20T23:12:13.466456] [INFO ] [sig       ] REZI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:13.634392] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/REZI.txt
[2025-11-20T23:12:13.634718] [INFO ] [sig       ] [864/1341] Completed REZI in 0.4s | 2.71 sym/s | Total: 5.3m | ETA: 2.9m
[2025-11-20T23:12:13.634785] [INFO ] [sig       ] [865/1341] Forecasting RF...
[2025-11-20T23:12:13.634830] [INFO ] [sig       ] Generating forecast for: RF
[2025-11-20T23:12:13.634874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-11-20T23:12:13.648829] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RF'.
[2025-11-20T23:12:13.649477] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-11-20T23:12:13.650510] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-11-20T23:12:13.650586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:13.650671] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:13.650730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:13.650807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:13.720275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:13.721550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:13.721745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:13.721800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:13.854008] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:13.854354] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:13.854593] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:13.854720] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:13.859183] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: UP (p=75.41%)
[2025-11-20T23:12:13.859570] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-11-20T23:12:13.859826] [INFO ] [sig       ] RF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:14.004005] [INFO ] [LOCAL     ] Saved forecast: RF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RF.txt
[2025-11-20T23:12:14.004252] [INFO ] [sig       ] [865/1341] Completed RF in 0.4s | 2.71 sym/s | Total: 5.3m | ETA: 2.9m
[2025-11-20T23:12:14.004340] [INFO ] [sig       ] [866/1341] Forecasting RFI...
[2025-11-20T23:12:14.004395] [INFO ] [sig       ] Generating forecast for: RFI
[2025-11-20T23:12:14.004444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-11-20T23:12:14.018634] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RFI'.
[2025-11-20T23:12:14.019184] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-11-20T23:12:14.020163] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-11-20T23:12:14.020235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:14.020285] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:14.020338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:14.020426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:14.090719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:14.092044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:14.092170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:14.092236] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:14.214423] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:14.214719] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:14.214783] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:14.214819] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:14.219315] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: UP (p=74.82%)
[2025-11-20T23:12:14.219888] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-11-20T23:12:14.220128] [INFO ] [sig       ] RFI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:14.369368] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RFI.txt
[2025-11-20T23:12:14.369606] [INFO ] [sig       ] [866/1341] Completed RFI in 0.4s | 2.71 sym/s | Total: 5.3m | ETA: 2.9m
[2025-11-20T23:12:14.369754] [INFO ] [sig       ] [867/1341] Forecasting RFL...
[2025-11-20T23:12:14.369815] [INFO ] [sig       ] Generating forecast for: RFL
[2025-11-20T23:12:14.369879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-11-20T23:12:14.382918] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RFL'.
[2025-11-20T23:12:14.383508] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-11-20T23:12:14.384491] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-11-20T23:12:14.384569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:14.384633] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:14.384761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:14.384857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:14.456896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:14.458218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:14.458356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:14.458410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:14.590136] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:14.590441] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:14.590509] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:14.590546] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:14.594866] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=26.86%)
[2025-11-20T23:12:14.595241] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-11-20T23:12:14.595423] [INFO ] [sig       ] RFL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:14.745733] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RFL.txt
[2025-11-20T23:12:14.745964] [INFO ] [sig       ] [867/1341] Completed RFL in 0.4s | 2.71 sym/s | Total: 5.3m | ETA: 2.9m
[2025-11-20T23:12:14.746022] [INFO ] [sig       ] [868/1341] Forecasting RFM...
[2025-11-20T23:12:14.746116] [INFO ] [sig       ] Generating forecast for: RFM
[2025-11-20T23:12:14.746171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-11-20T23:12:14.759499] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RFM'.
[2025-11-20T23:12:14.759950] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-11-20T23:12:14.760858] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-11-20T23:12:14.760929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:14.760975] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:14.761016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:14.761087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:14.827847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:14.828722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:14.828826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:14.828875] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:14.939295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:14.939492] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:14.939539] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:14.939572] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:14.943154] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=65.02%)
[2025-11-20T23:12:14.943455] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-11-20T23:12:14.943607] [INFO ] [sig       ] RFM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:15.084317] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RFM.txt
[2025-11-20T23:12:15.084481] [INFO ] [sig       ] [868/1341] Completed RFM in 0.3s | 2.71 sym/s | Total: 5.3m | ETA: 2.9m
[2025-11-20T23:12:15.084536] [INFO ] [sig       ] [869/1341] Forecasting RFMZ...
[2025-11-20T23:12:15.084575] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-11-20T23:12:15.084633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-11-20T23:12:15.096486] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RFMZ'.
[2025-11-20T23:12:15.096837] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-11-20T23:12:15.097879] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-11-20T23:12:15.097968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:15.098025] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:15.098075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:15.098145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:15.166824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:15.167825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:15.167953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:15.168014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:15.278358] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:15.278567] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:15.278617] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:15.278674] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:15.282288] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=99.77%)
[2025-11-20T23:12:15.282604] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-11-20T23:12:15.282774] [INFO ] [sig       ] RFMZ: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:15.425339] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RFMZ.txt
[2025-11-20T23:12:15.425811] [INFO ] [sig       ] [869/1341] Completed RFMZ in 0.3s | 2.71 sym/s | Total: 5.3m | ETA: 2.9m
[2025-11-20T23:12:15.425875] [INFO ] [sig       ] [870/1341] Forecasting RGA...
[2025-11-20T23:12:15.425922] [INFO ] [sig       ] Generating forecast for: RGA
[2025-11-20T23:12:15.425972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-11-20T23:12:15.440286] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RGA'.
[2025-11-20T23:12:15.440933] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-11-20T23:12:15.441865] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-11-20T23:12:15.441938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:15.441987] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:15.442029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:15.442102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:15.509253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:15.510399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:15.510513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:15.510563] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:15.632795] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:15.633076] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:15.633132] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:15.633165] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:15.637044] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=99.60%)
[2025-11-20T23:12:15.637367] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-11-20T23:12:15.637540] [INFO ] [sig       ] RGA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:15.794586] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RGA.txt
[2025-11-20T23:12:15.794879] [INFO ] [sig       ] [870/1341] Completed RGA in 0.4s | 2.71 sym/s | Total: 5.4m | ETA: 2.9m
[2025-11-20T23:12:15.794941] [INFO ] [sig       ] [871/1341] Forecasting RGR...
[2025-11-20T23:12:15.794992] [INFO ] [sig       ] Generating forecast for: RGR
[2025-11-20T23:12:15.795055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGR' from 'https://tdm.silogroup.org/data/derivative_storage/RGR.csv'.
[2025-11-20T23:12:15.809012] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RGR'.
[2025-11-20T23:12:15.809612] [INFO ] [FORECASTER] Starting predict_future for RGR
[2025-11-20T23:12:15.810606] [DEBUG] [LOCAL     ] No optimal features file found for RGR: ./output/feature-sets/RGR.txt
[2025-11-20T23:12:15.810708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:15.810762] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:15.810804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:15.810881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:15.881287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:15.882494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:15.882608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:15.882678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:16.024370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:16.024667] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:16.024731] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:16.024772] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:16.029226] [DEBUG] [FORECASTER] RGR: Forecast T+1@11:T+2@11: DOWN (p=15.19%)
[2025-11-20T23:12:16.029720] [INFO ] [FORECASTER] Completed predict_future for RGR
[2025-11-20T23:12:16.029949] [INFO ] [sig       ] RGR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:16.185187] [INFO ] [LOCAL     ] Saved forecast: RGR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RGR.txt
[2025-11-20T23:12:16.185528] [INFO ] [sig       ] [871/1341] Completed RGR in 0.4s | 2.71 sym/s | Total: 5.4m | ETA: 2.9m
[2025-11-20T23:12:16.185611] [INFO ] [sig       ] [872/1341] Forecasting RGT...
[2025-11-20T23:12:16.185689] [INFO ] [sig       ] Generating forecast for: RGT
[2025-11-20T23:12:16.185740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGT' from 'https://tdm.silogroup.org/data/derivative_storage/RGT.csv'.
[2025-11-20T23:12:16.199409] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RGT'.
[2025-11-20T23:12:16.199892] [INFO ] [FORECASTER] Starting predict_future for RGT
[2025-11-20T23:12:16.200864] [DEBUG] [LOCAL     ] No optimal features file found for RGT: ./output/feature-sets/RGT.txt
[2025-11-20T23:12:16.200934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:16.200995] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:16.201057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:16.201131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:16.273163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:16.274479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:16.274596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:16.274692] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:16.365881] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:16.366097] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:16.366150] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:16.366187] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:16.370328] [DEBUG] [FORECASTER] RGT: Forecast T+1@11:T+2@11: UP (p=75.61%)
[2025-11-20T23:12:16.370699] [INFO ] [FORECASTER] Completed predict_future for RGT
[2025-11-20T23:12:16.370862] [INFO ] [sig       ] RGT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:16.582689] [INFO ] [LOCAL     ] Saved forecast: RGT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RGT.txt
[2025-11-20T23:12:16.583078] [INFO ] [sig       ] [872/1341] Completed RGT in 0.4s | 2.71 sym/s | Total: 5.4m | ETA: 2.9m
[2025-11-20T23:12:16.583172] [INFO ] [sig       ] [873/1341] Forecasting RH...
[2025-11-20T23:12:16.583340] [INFO ] [sig       ] Generating forecast for: RH
[2025-11-20T23:12:16.583433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-11-20T23:12:16.603302] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RH'.
[2025-11-20T23:12:16.604068] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-11-20T23:12:16.605307] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-11-20T23:12:16.605405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:16.605487] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:16.605543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:16.605637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:16.685288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:16.686931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:16.687119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:16.687176] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:16.869189] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:16.869555] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:16.869870] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:16.870016] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:16.877149] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=33.55%)
[2025-11-20T23:12:16.877925] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-11-20T23:12:16.879076] [INFO ] [sig       ] RH: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:17.088186] [INFO ] [LOCAL     ] Saved forecast: RH	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RH.txt
[2025-11-20T23:12:17.088599] [INFO ] [sig       ] [873/1341] Completed RH in 0.5s | 2.71 sym/s | Total: 5.4m | ETA: 2.9m
[2025-11-20T23:12:17.088716] [INFO ] [sig       ] [874/1341] Forecasting RHI...
[2025-11-20T23:12:17.088817] [INFO ] [sig       ] Generating forecast for: RHI
[2025-11-20T23:12:17.088888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-11-20T23:12:17.104059] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RHI'.
[2025-11-20T23:12:17.104894] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-11-20T23:12:17.106145] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-11-20T23:12:17.106234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:17.106286] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:17.106329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:17.106406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:17.183569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:17.185119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:17.185287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:17.185378] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:17.339082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:17.339402] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:17.339464] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:17.339501] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:17.343965] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2025-11-20T23:12:17.344477] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-11-20T23:12:17.344755] [INFO ] [sig       ] RHI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:17.502332] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RHI.txt
[2025-11-20T23:12:17.502534] [INFO ] [sig       ] [874/1341] Completed RHI in 0.4s | 2.71 sym/s | Total: 5.4m | ETA: 2.9m
[2025-11-20T23:12:17.502655] [INFO ] [sig       ] [875/1341] Forecasting RHP...
[2025-11-20T23:12:17.502695] [INFO ] [sig       ] Generating forecast for: RHP
[2025-11-20T23:12:17.502744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-11-20T23:12:17.516517] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RHP'.
[2025-11-20T23:12:17.517017] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-11-20T23:12:17.517974] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-11-20T23:12:17.518050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:17.518099] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:17.518141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:17.518212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:17.587674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:17.588591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:17.588718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:17.588770] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:17.715006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:17.715258] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:17.715310] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:17.715347] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:17.719306] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: UP (p=74.91%)
[2025-11-20T23:12:17.719619] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-11-20T23:12:17.719797] [INFO ] [sig       ] RHP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:17.870199] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RHP.txt
[2025-11-20T23:12:17.870405] [INFO ] [sig       ] [875/1341] Completed RHP in 0.4s | 2.71 sym/s | Total: 5.4m | ETA: 2.9m
[2025-11-20T23:12:17.870479] [INFO ] [sig       ] [876/1341] Forecasting RIG...
[2025-11-20T23:12:17.870591] [INFO ] [sig       ] Generating forecast for: RIG
[2025-11-20T23:12:17.870661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-11-20T23:12:17.882884] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RIG'.
[2025-11-20T23:12:17.883302] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-11-20T23:12:17.884129] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-11-20T23:12:17.884199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:17.884248] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:17.884291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:17.884361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:17.951196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:17.952143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:17.952250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:17.952298] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:18.063346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:18.063578] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:18.063625] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:18.063685] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:18.067448] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=76.90%)
[2025-11-20T23:12:18.067859] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-11-20T23:12:18.068038] [INFO ] [sig       ] RIG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:18.214472] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RIG.txt
[2025-11-20T23:12:18.214697] [INFO ] [sig       ] [876/1341] Completed RIG in 0.3s | 2.71 sym/s | Total: 5.4m | ETA: 2.9m
[2025-11-20T23:12:18.214777] [INFO ] [sig       ] [877/1341] Forecasting RIO...
[2025-11-20T23:12:18.214831] [INFO ] [sig       ] Generating forecast for: RIO
[2025-11-20T23:12:18.214892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-11-20T23:12:18.226907] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RIO'.
[2025-11-20T23:12:18.227410] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-11-20T23:12:18.228301] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-11-20T23:12:18.228377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:18.228425] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:18.228468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:18.228539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:18.298634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:18.299601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:18.299738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:18.299789] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:18.406181] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:18.406376] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:18.406424] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:18.406459] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:18.409981] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: DOWN (p=4.66%)
[2025-11-20T23:12:18.410455] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-11-20T23:12:18.410686] [INFO ] [sig       ] RIO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:18.552733] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RIO.txt
[2025-11-20T23:12:18.552902] [INFO ] [sig       ] [877/1341] Completed RIO in 0.3s | 2.71 sym/s | Total: 5.4m | ETA: 2.9m
[2025-11-20T23:12:18.552964] [INFO ] [sig       ] [878/1341] Forecasting RITM...
[2025-11-20T23:12:18.553040] [INFO ] [sig       ] Generating forecast for: RITM
[2025-11-20T23:12:18.553103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-11-20T23:12:18.565432] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RITM'.
[2025-11-20T23:12:18.565822] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-11-20T23:12:18.566633] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-11-20T23:12:18.566726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:18.566774] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:18.566818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:18.566910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:18.634896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:18.635564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:18.635684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:18.635736] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:18.751303] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:18.751501] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:18.751553] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:18.751588] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:18.755278] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: UP (p=79.94%)
[2025-11-20T23:12:18.755578] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-11-20T23:12:18.755783] [INFO ] [sig       ] RITM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:18.901708] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RITM.txt
[2025-11-20T23:12:18.901896] [INFO ] [sig       ] [878/1341] Completed RITM in 0.3s | 2.71 sym/s | Total: 5.4m | ETA: 2.8m
[2025-11-20T23:12:18.901953] [INFO ] [sig       ] [879/1341] Forecasting RIV...
[2025-11-20T23:12:18.902001] [INFO ] [sig       ] Generating forecast for: RIV
[2025-11-20T23:12:18.902039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIV' from 'https://tdm.silogroup.org/data/derivative_storage/RIV.csv'.
[2025-11-20T23:12:18.914616] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RIV'.
[2025-11-20T23:12:18.914954] [INFO ] [FORECASTER] Starting predict_future for RIV
[2025-11-20T23:12:18.915744] [DEBUG] [LOCAL     ] No optimal features file found for RIV: ./output/feature-sets/RIV.txt
[2025-11-20T23:12:18.915814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:18.915853] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:18.915895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:18.915964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:18.986748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:18.987458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:18.987567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:18.987611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:19.091756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:19.091910] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:19.091953] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:19.091987] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:19.095316] [DEBUG] [FORECASTER] RIV: Forecast T+1@11:T+2@11: UP (p=67.17%)
[2025-11-20T23:12:19.095619] [INFO ] [FORECASTER] Completed predict_future for RIV
[2025-11-20T23:12:19.095783] [INFO ] [sig       ] RIV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:19.237705] [INFO ] [LOCAL     ] Saved forecast: RIV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RIV.txt
[2025-11-20T23:12:19.237877] [INFO ] [sig       ] [879/1341] Completed RIV in 0.3s | 2.71 sym/s | Total: 5.4m | ETA: 2.8m
[2025-11-20T23:12:19.237930] [INFO ] [sig       ] [880/1341] Forecasting RJF...
[2025-11-20T23:12:19.237975] [INFO ] [sig       ] Generating forecast for: RJF
[2025-11-20T23:12:19.238034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RJF' from 'https://tdm.silogroup.org/data/derivative_storage/RJF.csv'.
[2025-11-20T23:12:19.250521] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RJF'.
[2025-11-20T23:12:19.251041] [INFO ] [FORECASTER] Starting predict_future for RJF
[2025-11-20T23:12:19.251892] [DEBUG] [LOCAL     ] No optimal features file found for RJF: ./output/feature-sets/RJF.txt
[2025-11-20T23:12:19.251963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:19.252022] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:19.252065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:19.252135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:19.318333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:19.319306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:19.319412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:19.319459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:19.427014] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:19.427134] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:19.427175] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:19.427208] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:19.430416] [DEBUG] [FORECASTER] RJF: Forecast T+1@11:T+2@11: UP (p=93.20%)
[2025-11-20T23:12:19.430717] [INFO ] [FORECASTER] Completed predict_future for RJF
[2025-11-20T23:12:19.430868] [INFO ] [sig       ] RJF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:19.570815] [INFO ] [LOCAL     ] Saved forecast: RJF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RJF.txt
[2025-11-20T23:12:19.570946] [INFO ] [sig       ] [880/1341] Completed RJF in 0.3s | 2.71 sym/s | Total: 5.4m | ETA: 2.8m
[2025-11-20T23:12:19.570999] [INFO ] [sig       ] [881/1341] Forecasting RKT...
[2025-11-20T23:12:19.571047] [INFO ] [sig       ] Generating forecast for: RKT
[2025-11-20T23:12:19.571123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKT' from 'https://tdm.silogroup.org/data/derivative_storage/RKT.csv'.
[2025-11-20T23:12:19.582887] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RKT'.
[2025-11-20T23:12:19.583225] [INFO ] [FORECASTER] Starting predict_future for RKT
[2025-11-20T23:12:19.584037] [DEBUG] [LOCAL     ] No optimal features file found for RKT: ./output/feature-sets/RKT.txt
[2025-11-20T23:12:19.584106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:19.584153] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:19.584193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:19.584261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:19.651319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:19.651957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:19.652056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:19.652103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:19.773549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:19.773746] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:19.773822] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:19.773868] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:19.777341] [DEBUG] [FORECASTER] RKT: Forecast T+1@11:T+2@11: UP (p=88.47%)
[2025-11-20T23:12:19.777673] [INFO ] [FORECASTER] Completed predict_future for RKT
[2025-11-20T23:12:19.778022] [INFO ] [sig       ] RKT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:19.921176] [INFO ] [LOCAL     ] Saved forecast: RKT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RKT.txt
[2025-11-20T23:12:19.921345] [INFO ] [sig       ] [881/1341] Completed RKT in 0.4s | 2.71 sym/s | Total: 5.4m | ETA: 2.8m
[2025-11-20T23:12:19.921401] [INFO ] [sig       ] [882/1341] Forecasting RL...
[2025-11-20T23:12:19.921465] [INFO ] [sig       ] Generating forecast for: RL
[2025-11-20T23:12:19.921514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-11-20T23:12:19.933427] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RL'.
[2025-11-20T23:12:19.933793] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-11-20T23:12:19.934576] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-11-20T23:12:19.934668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:19.934718] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:19.934759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:19.934828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:20.002327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:20.003162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:20.003264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:20.003311] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:20.129225] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:20.129420] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:20.129467] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:20.129501] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:20.133032] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=97.21%)
[2025-11-20T23:12:20.133532] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-11-20T23:12:20.133819] [INFO ] [sig       ] RL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:20.276129] [INFO ] [LOCAL     ] Saved forecast: RL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RL.txt
[2025-11-20T23:12:20.276286] [INFO ] [sig       ] [882/1341] Completed RL in 0.4s | 2.71 sym/s | Total: 5.4m | ETA: 2.8m
[2025-11-20T23:12:20.276340] [INFO ] [sig       ] [883/1341] Forecasting RLI...
[2025-11-20T23:12:20.276383] [INFO ] [sig       ] Generating forecast for: RLI
[2025-11-20T23:12:20.276447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-11-20T23:12:20.291476] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RLI'.
[2025-11-20T23:12:20.292105] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-11-20T23:12:20.293109] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-11-20T23:12:20.293186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:20.293238] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:20.293280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:20.293355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:20.363461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:20.364712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:20.364826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:20.364877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:20.493465] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:20.493672] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:20.493750] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:20.493796] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:20.497526] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: UP (p=92.03%)
[2025-11-20T23:12:20.497952] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-11-20T23:12:20.498199] [INFO ] [sig       ] RLI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:20.637137] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RLI.txt
[2025-11-20T23:12:20.637303] [INFO ] [sig       ] [883/1341] Completed RLI in 0.4s | 2.71 sym/s | Total: 5.4m | ETA: 2.8m
[2025-11-20T23:12:20.637359] [INFO ] [sig       ] [884/1341] Forecasting RLTY...
[2025-11-20T23:12:20.637411] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-11-20T23:12:20.637457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-11-20T23:12:20.649945] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RLTY'.
[2025-11-20T23:12:20.650278] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-11-20T23:12:20.651095] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-11-20T23:12:20.651169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:20.651217] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:20.651257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:20.651326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:20.717837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:20.718460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:20.718558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:20.718605] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:20.846733] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:20.846958] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:20.847012] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:20.847051] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:20.851283] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=97.86%)
[2025-11-20T23:12:20.851728] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-11-20T23:12:20.851926] [INFO ] [sig       ] RLTY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:20.993116] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RLTY.txt
[2025-11-20T23:12:20.993300] [INFO ] [sig       ] [884/1341] Completed RLTY in 0.4s | 2.71 sym/s | Total: 5.4m | ETA: 2.8m
[2025-11-20T23:12:20.993364] [INFO ] [sig       ] [885/1341] Forecasting RM...
[2025-11-20T23:12:20.993408] [INFO ] [sig       ] Generating forecast for: RM
[2025-11-20T23:12:20.993472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-11-20T23:12:21.004925] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RM'.
[2025-11-20T23:12:21.005288] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-11-20T23:12:21.006110] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-11-20T23:12:21.006182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:21.006232] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:21.006274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:21.006344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:21.072760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:21.073395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:21.073492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:21.073542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:21.196041] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:21.196234] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:21.196280] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:21.196313] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:21.199968] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=51.39%)
[2025-11-20T23:12:21.200283] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-11-20T23:12:21.200437] [INFO ] [sig       ] RM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:21.342238] [INFO ] [LOCAL     ] Saved forecast: RM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RM.txt
[2025-11-20T23:12:21.342403] [INFO ] [sig       ] [885/1341] Completed RM in 0.3s | 2.71 sym/s | Total: 5.4m | ETA: 2.8m
[2025-11-20T23:12:21.342465] [INFO ] [sig       ] [886/1341] Forecasting RMAX...
[2025-11-20T23:12:21.342510] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-11-20T23:12:21.342559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-11-20T23:12:21.354800] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RMAX'.
[2025-11-20T23:12:21.355169] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-11-20T23:12:21.355970] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-11-20T23:12:21.356042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:21.356089] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:21.356132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:21.356202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:21.426121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:21.427042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:21.427147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:21.427197] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:21.551767] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:21.551975] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:21.552037] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:21.552078] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:21.555738] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-11-20T23:12:21.556075] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-11-20T23:12:21.556252] [INFO ] [sig       ] RMAX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:21.701678] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RMAX.txt
[2025-11-20T23:12:21.701877] [INFO ] [sig       ] [886/1341] Completed RMAX in 0.4s | 2.71 sym/s | Total: 5.4m | ETA: 2.8m
[2025-11-20T23:12:21.701934] [INFO ] [sig       ] [887/1341] Forecasting RMD...
[2025-11-20T23:12:21.701981] [INFO ] [sig       ] Generating forecast for: RMD
[2025-11-20T23:12:21.702056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-11-20T23:12:21.714251] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RMD'.
[2025-11-20T23:12:21.714622] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-11-20T23:12:21.715489] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-11-20T23:12:21.715568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:21.715615] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:21.715682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:21.715754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:21.782223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:21.783043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:21.783168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:21.783221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:21.909433] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:21.909615] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:21.909681] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:21.909724] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:21.913243] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: DOWN (p=40.05%)
[2025-11-20T23:12:21.913545] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-11-20T23:12:21.913728] [INFO ] [sig       ] RMD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:22.058796] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RMD.txt
[2025-11-20T23:12:22.059272] [INFO ] [sig       ] [887/1341] Completed RMD in 0.4s | 2.71 sym/s | Total: 5.5m | ETA: 2.8m
[2025-11-20T23:12:22.059336] [INFO ] [sig       ] [888/1341] Forecasting RMI...
[2025-11-20T23:12:22.059382] [INFO ] [sig       ] Generating forecast for: RMI
[2025-11-20T23:12:22.059427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-11-20T23:12:22.072152] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RMI'.
[2025-11-20T23:12:22.072594] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-11-20T23:12:22.073550] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-11-20T23:12:22.073624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:22.073708] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:22.073751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:22.073823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:22.143179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:22.144359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:22.144482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:22.144534] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:22.261750] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:22.262016] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:22.262069] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:22.262103] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:22.266158] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: DOWN (p=46.23%)
[2025-11-20T23:12:22.266506] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-11-20T23:12:22.266728] [INFO ] [sig       ] RMI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:22.410943] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RMI.txt
[2025-11-20T23:12:22.411184] [INFO ] [sig       ] [888/1341] Completed RMI in 0.4s | 2.71 sym/s | Total: 5.5m | ETA: 2.8m
[2025-11-20T23:12:22.411243] [INFO ] [sig       ] [889/1341] Forecasting RMM...
[2025-11-20T23:12:22.411314] [INFO ] [sig       ] Generating forecast for: RMM
[2025-11-20T23:12:22.411358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-11-20T23:12:22.425278] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RMM'.
[2025-11-20T23:12:22.425784] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-11-20T23:12:22.426687] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-11-20T23:12:22.426756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:22.426805] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:22.426846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:22.426955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:22.495022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:22.496173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:22.496284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:22.496332] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:22.622391] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:22.622687] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:22.622751] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:22.622787] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:22.626746] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: DOWN (p=15.76%)
[2025-11-20T23:12:22.627120] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-11-20T23:12:22.627290] [INFO ] [sig       ] RMM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:22.769723] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RMM.txt
[2025-11-20T23:12:22.769978] [INFO ] [sig       ] [889/1341] Completed RMM in 0.4s | 2.71 sym/s | Total: 5.5m | ETA: 2.8m
[2025-11-20T23:12:22.770033] [INFO ] [sig       ] [890/1341] Forecasting RMMZ...
[2025-11-20T23:12:22.770077] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-11-20T23:12:22.770144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-11-20T23:12:22.783298] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RMMZ'.
[2025-11-20T23:12:22.783869] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-11-20T23:12:22.784825] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-11-20T23:12:22.784901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:22.784952] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:22.784995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:22.785066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:22.856292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:22.857453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:22.857566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:22.857616] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:22.985304] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:22.985573] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:22.985628] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:22.985689] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:22.989909] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=54.23%)
[2025-11-20T23:12:22.990274] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-11-20T23:12:22.990462] [INFO ] [sig       ] RMMZ: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:23.137017] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RMMZ.txt
[2025-11-20T23:12:23.137382] [INFO ] [sig       ] [890/1341] Completed RMMZ in 0.4s | 2.71 sym/s | Total: 5.5m | ETA: 2.8m
[2025-11-20T23:12:23.137459] [INFO ] [sig       ] [891/1341] Forecasting RMT...
[2025-11-20T23:12:23.137521] [INFO ] [sig       ] Generating forecast for: RMT
[2025-11-20T23:12:23.137578] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMT' from 'https://tdm.silogroup.org/data/derivative_storage/RMT.csv'.
[2025-11-20T23:12:23.151046] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RMT'.
[2025-11-20T23:12:23.151631] [INFO ] [FORECASTER] Starting predict_future for RMT
[2025-11-20T23:12:23.152587] [DEBUG] [LOCAL     ] No optimal features file found for RMT: ./output/feature-sets/RMT.txt
[2025-11-20T23:12:23.152689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:23.152748] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:23.152797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:23.152882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:23.226189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:23.227593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:23.227742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:23.227794] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:23.361152] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:23.361415] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:23.361468] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:23.361502] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:23.365393] [DEBUG] [FORECASTER] RMT: Forecast T+1@11:T+2@11: UP (p=97.22%)
[2025-11-20T23:12:23.365736] [INFO ] [FORECASTER] Completed predict_future for RMT
[2025-11-20T23:12:23.365903] [INFO ] [sig       ] RMT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:23.511182] [INFO ] [LOCAL     ] Saved forecast: RMT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RMT.txt
[2025-11-20T23:12:23.511414] [INFO ] [sig       ] [891/1341] Completed RMT in 0.4s | 2.71 sym/s | Total: 5.5m | ETA: 2.8m
[2025-11-20T23:12:23.511475] [INFO ] [sig       ] [892/1341] Forecasting RNG...
[2025-11-20T23:12:23.511524] [INFO ] [sig       ] Generating forecast for: RNG
[2025-11-20T23:12:23.511598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-11-20T23:12:23.524384] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RNG'.
[2025-11-20T23:12:23.524913] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-11-20T23:12:23.525815] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-11-20T23:12:23.525888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:23.525936] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:23.525977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:23.526049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:23.594041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:23.595194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:23.595311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:23.595364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:23.725515] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:23.725789] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:23.725854] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:23.725888] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:23.729865] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=43.38%)
[2025-11-20T23:12:23.730237] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-11-20T23:12:23.730405] [INFO ] [sig       ] RNG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:23.875701] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RNG.txt
[2025-11-20T23:12:23.875950] [INFO ] [sig       ] [892/1341] Completed RNG in 0.4s | 2.71 sym/s | Total: 5.5m | ETA: 2.8m
[2025-11-20T23:12:23.876010] [INFO ] [sig       ] [893/1341] Forecasting RNGR...
[2025-11-20T23:12:23.876063] [INFO ] [sig       ] Generating forecast for: RNGR
[2025-11-20T23:12:23.876144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNGR' from 'https://tdm.silogroup.org/data/derivative_storage/RNGR.csv'.
[2025-11-20T23:12:23.893861] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RNGR'.
[2025-11-20T23:12:23.894448] [INFO ] [FORECASTER] Starting predict_future for RNGR
[2025-11-20T23:12:23.895362] [DEBUG] [LOCAL     ] No optimal features file found for RNGR: ./output/feature-sets/RNGR.txt
[2025-11-20T23:12:23.895452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:23.895500] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:23.895543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:23.895615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:23.975502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:23.977420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:23.977790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:23.977884] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:24.102399] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:24.102598] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:24.102661] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:24.102708] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:24.106465] [DEBUG] [FORECASTER] RNGR: Forecast T+1@11:T+2@11: DOWN (p=22.56%)
[2025-11-20T23:12:24.106808] [INFO ] [FORECASTER] Completed predict_future for RNGR
[2025-11-20T23:12:24.107010] [INFO ] [sig       ] RNGR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:24.249103] [INFO ] [LOCAL     ] Saved forecast: RNGR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RNGR.txt
[2025-11-20T23:12:24.249295] [INFO ] [sig       ] [893/1341] Completed RNGR in 0.4s | 2.71 sym/s | Total: 5.5m | ETA: 2.8m
[2025-11-20T23:12:24.249351] [INFO ] [sig       ] [894/1341] Forecasting RNP...
[2025-11-20T23:12:24.249426] [INFO ] [sig       ] Generating forecast for: RNP
[2025-11-20T23:12:24.249479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-11-20T23:12:24.262251] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RNP'.
[2025-11-20T23:12:24.262610] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-11-20T23:12:24.263423] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-11-20T23:12:24.263492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:24.263537] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:24.263578] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:24.263670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:24.334471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:24.335416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:24.335519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:24.335569] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:24.452994] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:24.453193] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:24.453251] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:24.453288] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:24.456994] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-11-20T23:12:24.457312] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-11-20T23:12:24.457509] [INFO ] [sig       ] RNP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:24.602826] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RNP.txt
[2025-11-20T23:12:24.603021] [INFO ] [sig       ] [894/1341] Completed RNP in 0.4s | 2.71 sym/s | Total: 5.5m | ETA: 2.7m
[2025-11-20T23:12:24.603083] [INFO ] [sig       ] [895/1341] Forecasting RNR...
[2025-11-20T23:12:24.603160] [INFO ] [sig       ] Generating forecast for: RNR
[2025-11-20T23:12:24.603209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNR' from 'https://tdm.silogroup.org/data/derivative_storage/RNR.csv'.
[2025-11-20T23:12:24.615268] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RNR'.
[2025-11-20T23:12:24.615732] [INFO ] [FORECASTER] Starting predict_future for RNR
[2025-11-20T23:12:24.616592] [DEBUG] [LOCAL     ] No optimal features file found for RNR: ./output/feature-sets/RNR.txt
[2025-11-20T23:12:24.616686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:24.616736] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:24.616779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:24.616848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:24.687276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:24.688271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:24.688373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:24.688425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:24.810272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:24.810478] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:24.810533] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:24.810569] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:24.814342] [DEBUG] [FORECASTER] RNR: Forecast T+1@11:T+2@11: DOWN (p=16.09%)
[2025-11-20T23:12:24.814710] [INFO ] [FORECASTER] Completed predict_future for RNR
[2025-11-20T23:12:24.814881] [INFO ] [sig       ] RNR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:24.962594] [INFO ] [LOCAL     ] Saved forecast: RNR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RNR.txt
[2025-11-20T23:12:24.962786] [INFO ] [sig       ] [895/1341] Completed RNR in 0.4s | 2.71 sym/s | Total: 5.5m | ETA: 2.7m
[2025-11-20T23:12:24.962845] [INFO ] [sig       ] [896/1341] Forecasting RNST...
[2025-11-20T23:12:24.962911] [INFO ] [sig       ] Generating forecast for: RNST
[2025-11-20T23:12:24.962957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNST' from 'https://tdm.silogroup.org/data/derivative_storage/RNST.csv'.
[2025-11-20T23:12:24.974720] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RNST'.
[2025-11-20T23:12:24.975047] [INFO ] [FORECASTER] Starting predict_future for RNST
[2025-11-20T23:12:24.975916] [DEBUG] [LOCAL     ] No optimal features file found for RNST: ./output/feature-sets/RNST.txt
[2025-11-20T23:12:24.975984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:24.976029] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:24.976068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:24.976137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:25.043833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:25.044788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:25.044888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:25.044936] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:25.147858] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:25.148024] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:25.148076] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:25.148109] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:25.151517] [DEBUG] [FORECASTER] RNST: Forecast T+1@11:T+2@11: DOWN (p=10.39%)
[2025-11-20T23:12:25.151838] [INFO ] [FORECASTER] Completed predict_future for RNST
[2025-11-20T23:12:25.151991] [INFO ] [sig       ] RNST: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:25.294323] [INFO ] [LOCAL     ] Saved forecast: RNST	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RNST.txt
[2025-11-20T23:12:25.294488] [INFO ] [sig       ] [896/1341] Completed RNST in 0.3s | 2.71 sym/s | Total: 5.5m | ETA: 2.7m
[2025-11-20T23:12:25.294549] [INFO ] [sig       ] [897/1341] Forecasting ROG...
[2025-11-20T23:12:25.294612] [INFO ] [sig       ] Generating forecast for: ROG
[2025-11-20T23:12:25.294675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROG' from 'https://tdm.silogroup.org/data/derivative_storage/ROG.csv'.
[2025-11-20T23:12:25.305890] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ROG'.
[2025-11-20T23:12:25.306224] [INFO ] [FORECASTER] Starting predict_future for ROG
[2025-11-20T23:12:25.307077] [DEBUG] [LOCAL     ] No optimal features file found for ROG: ./output/feature-sets/ROG.txt
[2025-11-20T23:12:25.307147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:25.307192] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:25.307232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:25.307302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:25.374723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:25.375380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:25.375474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:25.375521] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:25.477068] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:25.477265] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:25.477312] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:25.477346] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:25.480945] [DEBUG] [FORECASTER] ROG: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2025-11-20T23:12:25.481272] [INFO ] [FORECASTER] Completed predict_future for ROG
[2025-11-20T23:12:25.481428] [INFO ] [sig       ] ROG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:25.624491] [INFO ] [LOCAL     ] Saved forecast: ROG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ROG.txt
[2025-11-20T23:12:25.624674] [INFO ] [sig       ] [897/1341] Completed ROG in 0.3s | 2.71 sym/s | Total: 5.5m | ETA: 2.7m
[2025-11-20T23:12:25.624755] [INFO ] [sig       ] [898/1341] Forecasting RPM...
[2025-11-20T23:12:25.624805] [INFO ] [sig       ] Generating forecast for: RPM
[2025-11-20T23:12:25.624848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPM' from 'https://tdm.silogroup.org/data/derivative_storage/RPM.csv'.
[2025-11-20T23:12:25.637245] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RPM'.
[2025-11-20T23:12:25.637561] [INFO ] [FORECASTER] Starting predict_future for RPM
[2025-11-20T23:12:25.638381] [DEBUG] [LOCAL     ] No optimal features file found for RPM: ./output/feature-sets/RPM.txt
[2025-11-20T23:12:25.638452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:25.638499] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:25.638541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:25.638609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:25.706481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:25.707136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:25.707231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:25.707275] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:25.825540] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:25.825737] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:25.825812] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:25.825857] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:25.829272] [DEBUG] [FORECASTER] RPM: Forecast T+1@11:T+2@11: DOWN (p=27.53%)
[2025-11-20T23:12:25.829749] [INFO ] [FORECASTER] Completed predict_future for RPM
[2025-11-20T23:12:25.829985] [INFO ] [sig       ] RPM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:25.971156] [INFO ] [LOCAL     ] Saved forecast: RPM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RPM.txt
[2025-11-20T23:12:25.971308] [INFO ] [sig       ] [898/1341] Completed RPM in 0.3s | 2.71 sym/s | Total: 5.5m | ETA: 2.7m
[2025-11-20T23:12:25.971361] [INFO ] [sig       ] [899/1341] Forecasting RQI...
[2025-11-20T23:12:25.971403] [INFO ] [sig       ] Generating forecast for: RQI
[2025-11-20T23:12:25.971445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-11-20T23:12:25.983910] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RQI'.
[2025-11-20T23:12:25.984229] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-11-20T23:12:25.985015] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-11-20T23:12:25.985085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:25.985131] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:25.985171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:25.985239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:26.052583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:26.053245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:26.053358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:26.053404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:26.172589] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:26.172754] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:26.172828] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:26.172873] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:26.176215] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: DOWN (p=26.96%)
[2025-11-20T23:12:26.176518] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-11-20T23:12:26.176716] [INFO ] [sig       ] RQI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:26.319945] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RQI.txt
[2025-11-20T23:12:26.320099] [INFO ] [sig       ] [899/1341] Completed RQI in 0.3s | 2.71 sym/s | Total: 5.5m | ETA: 2.7m
[2025-11-20T23:12:26.320163] [INFO ] [sig       ] [900/1341] Forecasting RRC...
[2025-11-20T23:12:26.320214] [INFO ] [sig       ] Generating forecast for: RRC
[2025-11-20T23:12:26.320265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-11-20T23:12:26.331973] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RRC'.
[2025-11-20T23:12:26.332320] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-11-20T23:12:26.333125] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-11-20T23:12:26.333195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:26.333241] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:26.333282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:26.333350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:26.401325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:26.401998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:26.402094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:26.402137] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:26.499311] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:26.499513] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:26.499560] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:26.499615] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:26.503119] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-11-20T23:12:26.503411] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-11-20T23:12:26.503549] [INFO ] [sig       ] RRC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:26.644788] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RRC.txt
[2025-11-20T23:12:26.644992] [INFO ] [sig       ] [900/1341] Completed RRC in 0.3s | 2.71 sym/s | Total: 5.5m | ETA: 2.7m
[2025-11-20T23:12:26.645046] [INFO ] [sig       ] [901/1341] Forecasting RRX...
[2025-11-20T23:12:26.645090] [INFO ] [sig       ] Generating forecast for: RRX
[2025-11-20T23:12:26.645131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-11-20T23:12:26.657173] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RRX'.
[2025-11-20T23:12:26.657627] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-11-20T23:12:26.658428] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-11-20T23:12:26.658498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:26.658543] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:26.658585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:26.658677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:26.725571] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:26.726483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:26.726590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:26.726638] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:26.839895] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:26.840090] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:26.840136] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:26.840170] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:26.843707] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=63.45%)
[2025-11-20T23:12:26.844002] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-11-20T23:12:26.844154] [INFO ] [sig       ] RRX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:26.988692] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RRX.txt
[2025-11-20T23:12:26.988919] [INFO ] [sig       ] [901/1341] Completed RRX in 0.3s | 2.71 sym/s | Total: 5.5m | ETA: 2.7m
[2025-11-20T23:12:26.989008] [INFO ] [sig       ] [902/1341] Forecasting RS...
[2025-11-20T23:12:26.989055] [INFO ] [sig       ] Generating forecast for: RS
[2025-11-20T23:12:26.989099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-11-20T23:12:27.002031] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RS'.
[2025-11-20T23:12:27.002395] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-11-20T23:12:27.003273] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-11-20T23:12:27.003356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:27.003402] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:27.003444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:27.003513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:27.073758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:27.075064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:27.075180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:27.075255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:27.189995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:27.190208] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:27.190260] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:27.190293] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:27.194059] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: UP (p=97.51%)
[2025-11-20T23:12:27.194530] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-11-20T23:12:27.194775] [INFO ] [sig       ] RS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:27.335601] [INFO ] [LOCAL     ] Saved forecast: RS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RS.txt
[2025-11-20T23:12:27.335872] [INFO ] [sig       ] [902/1341] Completed RS in 0.3s | 2.71 sym/s | Total: 5.5m | ETA: 2.7m
[2025-11-20T23:12:27.335930] [INFO ] [sig       ] [903/1341] Forecasting RSF...
[2025-11-20T23:12:27.335974] [INFO ] [sig       ] Generating forecast for: RSF
[2025-11-20T23:12:27.336015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSF' from 'https://tdm.silogroup.org/data/derivative_storage/RSF.csv'.
[2025-11-20T23:12:27.347728] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RSF'.
[2025-11-20T23:12:27.348039] [INFO ] [FORECASTER] Starting predict_future for RSF
[2025-11-20T23:12:27.348985] [DEBUG] [LOCAL     ] No optimal features file found for RSF: ./output/feature-sets/RSF.txt
[2025-11-20T23:12:27.349055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:27.349102] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:27.349151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:27.349237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:27.418483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:27.419448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:27.419558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:27.419606] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:27.540247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:27.540495] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:27.540552] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:27.540596] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:27.544670] [DEBUG] [FORECASTER] RSF: Forecast T+1@11:T+2@11: DOWN (p=4.21%)
[2025-11-20T23:12:27.545013] [INFO ] [FORECASTER] Completed predict_future for RSF
[2025-11-20T23:12:27.545183] [INFO ] [sig       ] RSF: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:27.689502] [INFO ] [LOCAL     ] Saved forecast: RSF	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RSF.txt
[2025-11-20T23:12:27.689771] [INFO ] [sig       ] [903/1341] Completed RSF in 0.4s | 2.71 sym/s | Total: 5.5m | ETA: 2.7m
[2025-11-20T23:12:27.689858] [INFO ] [sig       ] [904/1341] Forecasting RSG...
[2025-11-20T23:12:27.689899] [INFO ] [sig       ] Generating forecast for: RSG
[2025-11-20T23:12:27.689941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-11-20T23:12:27.703544] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RSG'.
[2025-11-20T23:12:27.704199] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-11-20T23:12:27.705085] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-11-20T23:12:27.705158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:27.705208] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:27.705270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:27.705344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:27.775050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:27.776261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:27.776374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:27.776423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:27.907115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:27.907608] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:27.907744] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:27.907797] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:27.911963] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2025-11-20T23:12:27.912374] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-11-20T23:12:27.912582] [INFO ] [sig       ] RSG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:28.064864] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RSG.txt
[2025-11-20T23:12:28.065119] [INFO ] [sig       ] [904/1341] Completed RSG in 0.4s | 2.71 sym/s | Total: 5.6m | ETA: 2.7m
[2025-11-20T23:12:28.065251] [INFO ] [sig       ] [905/1341] Forecasting RSI...
[2025-11-20T23:12:28.065303] [INFO ] [sig       ] Generating forecast for: RSI
[2025-11-20T23:12:28.065348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-11-20T23:12:28.080359] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RSI'.
[2025-11-20T23:12:28.080959] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-11-20T23:12:28.081891] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-11-20T23:12:28.081962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:28.082009] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:28.082050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:28.082123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:28.151982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:28.153214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:28.153334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:28.153383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:28.297827] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:28.298093] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:28.298145] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:28.298178] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:28.302238] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=9.13%)
[2025-11-20T23:12:28.302575] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-11-20T23:12:28.302775] [INFO ] [sig       ] RSI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:28.448532] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RSI.txt
[2025-11-20T23:12:28.448809] [INFO ] [sig       ] [905/1341] Completed RSI in 0.4s | 2.71 sym/s | Total: 5.6m | ETA: 2.7m
[2025-11-20T23:12:28.448872] [INFO ] [sig       ] [906/1341] Forecasting RSKD...
[2025-11-20T23:12:28.448915] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-11-20T23:12:28.448958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-11-20T23:12:28.462121] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RSKD'.
[2025-11-20T23:12:28.462664] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-11-20T23:12:28.463563] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-11-20T23:12:28.463637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:28.463708] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:28.463747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:28.463820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:28.533141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:28.534309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:28.534423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:28.534474] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:28.652389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:28.652662] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:28.652720] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:28.652756] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:28.656753] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: DOWN (p=49.54%)
[2025-11-20T23:12:28.657095] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-11-20T23:12:28.657265] [INFO ] [sig       ] RSKD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:28.799731] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RSKD.txt
[2025-11-20T23:12:28.799982] [INFO ] [sig       ] [906/1341] Completed RSKD in 0.4s | 2.71 sym/s | Total: 5.6m | ETA: 2.7m
[2025-11-20T23:12:28.800042] [INFO ] [sig       ] [907/1341] Forecasting RTO...
[2025-11-20T23:12:28.800112] [INFO ] [sig       ] Generating forecast for: RTO
[2025-11-20T23:12:28.800149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-11-20T23:12:28.812724] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RTO'.
[2025-11-20T23:12:28.813068] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-11-20T23:12:28.813946] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-11-20T23:12:28.814016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:28.814063] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:28.814102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:28.814172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:28.880403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:28.881068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:28.881166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:28.881208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:29.009795] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:29.009984] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:29.010032] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:29.010065] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:29.013679] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: UP (p=79.03%)
[2025-11-20T23:12:29.013984] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-11-20T23:12:29.014146] [INFO ] [sig       ] RTO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:29.153764] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RTO.txt
[2025-11-20T23:12:29.153972] [INFO ] [sig       ] [907/1341] Completed RTO in 0.4s | 2.71 sym/s | Total: 5.6m | ETA: 2.7m
[2025-11-20T23:12:29.154060] [INFO ] [sig       ] [908/1341] Forecasting RVLV...
[2025-11-20T23:12:29.154114] [INFO ] [sig       ] Generating forecast for: RVLV
[2025-11-20T23:12:29.154158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVLV' from 'https://tdm.silogroup.org/data/derivative_storage/RVLV.csv'.
[2025-11-20T23:12:29.166627] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RVLV'.
[2025-11-20T23:12:29.167048] [INFO ] [FORECASTER] Starting predict_future for RVLV
[2025-11-20T23:12:29.167886] [DEBUG] [LOCAL     ] No optimal features file found for RVLV: ./output/feature-sets/RVLV.txt
[2025-11-20T23:12:29.167960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:29.168007] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:29.168049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:29.168118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:29.234464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:29.235124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:29.235221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:29.235268] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:29.369589] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:29.369811] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:29.369864] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:29.369898] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:29.373433] [DEBUG] [FORECASTER] RVLV: Forecast T+1@11:T+2@11: DOWN (p=2.80%)
[2025-11-20T23:12:29.373754] [INFO ] [FORECASTER] Completed predict_future for RVLV
[2025-11-20T23:12:29.373917] [INFO ] [sig       ] RVLV: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:29.517355] [INFO ] [LOCAL     ] Saved forecast: RVLV	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RVLV.txt
[2025-11-20T23:12:29.517561] [INFO ] [sig       ] [908/1341] Completed RVLV in 0.4s | 2.71 sym/s | Total: 5.6m | ETA: 2.7m
[2025-11-20T23:12:29.517617] [INFO ] [sig       ] [909/1341] Forecasting RVT...
[2025-11-20T23:12:29.517719] [INFO ] [sig       ] Generating forecast for: RVT
[2025-11-20T23:12:29.517770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVT' from 'https://tdm.silogroup.org/data/derivative_storage/RVT.csv'.
[2025-11-20T23:12:29.531057] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RVT'.
[2025-11-20T23:12:29.531460] [INFO ] [FORECASTER] Starting predict_future for RVT
[2025-11-20T23:12:29.532304] [DEBUG] [LOCAL     ] No optimal features file found for RVT: ./output/feature-sets/RVT.txt
[2025-11-20T23:12:29.532378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:29.532427] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:29.532471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:29.532542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:29.599842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:29.600595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:29.600719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:29.600770] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:29.722696] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:29.722890] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:29.722938] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:29.722972] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:29.726575] [DEBUG] [FORECASTER] RVT: Forecast T+1@11:T+2@11: DOWN (p=31.99%)
[2025-11-20T23:12:29.726939] [INFO ] [FORECASTER] Completed predict_future for RVT
[2025-11-20T23:12:29.727103] [INFO ] [sig       ] RVT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:29.867208] [INFO ] [LOCAL     ] Saved forecast: RVT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RVT.txt
[2025-11-20T23:12:29.867394] [INFO ] [sig       ] [909/1341] Completed RVT in 0.3s | 2.71 sym/s | Total: 5.6m | ETA: 2.7m
[2025-11-20T23:12:29.867451] [INFO ] [sig       ] [910/1341] Forecasting RWT...
[2025-11-20T23:12:29.867498] [INFO ] [sig       ] Generating forecast for: RWT
[2025-11-20T23:12:29.867539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWT' from 'https://tdm.silogroup.org/data/derivative_storage/RWT.csv'.
[2025-11-20T23:12:29.879338] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RWT'.
[2025-11-20T23:12:29.879718] [INFO ] [FORECASTER] Starting predict_future for RWT
[2025-11-20T23:12:29.880494] [DEBUG] [LOCAL     ] No optimal features file found for RWT: ./output/feature-sets/RWT.txt
[2025-11-20T23:12:29.880564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:29.880609] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:29.880667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:29.880739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:29.948232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:29.949011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:29.949114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:29.949163] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:30.077217] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:30.077417] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:30.077462] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:30.077495] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:30.081030] [DEBUG] [FORECASTER] RWT: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-11-20T23:12:30.081326] [INFO ] [FORECASTER] Completed predict_future for RWT
[2025-11-20T23:12:30.081478] [INFO ] [sig       ] RWT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:30.245609] [INFO ] [LOCAL     ] Saved forecast: RWT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RWT.txt
[2025-11-20T23:12:30.245837] [INFO ] [sig       ] [910/1341] Completed RWT in 0.4s | 2.71 sym/s | Total: 5.6m | ETA: 2.6m
[2025-11-20T23:12:30.245894] [INFO ] [sig       ] [911/1341] Forecasting RY...
[2025-11-20T23:12:30.245961] [INFO ] [sig       ] Generating forecast for: RY
[2025-11-20T23:12:30.246009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-11-20T23:12:30.261815] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RY'.
[2025-11-20T23:12:30.262325] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-11-20T23:12:30.263231] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-11-20T23:12:30.263304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:30.263350] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:30.263391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:30.263461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:30.330878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:30.331836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:30.331938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:30.331987] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:30.452165] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:30.452348] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:30.452396] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:30.452429] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:30.455891] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: DOWN (p=45.28%)
[2025-11-20T23:12:30.456201] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-11-20T23:12:30.456352] [INFO ] [sig       ] RY: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:30.595959] [INFO ] [LOCAL     ] Saved forecast: RY	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RY.txt
[2025-11-20T23:12:30.596135] [INFO ] [sig       ] [911/1341] Completed RY in 0.4s | 2.71 sym/s | Total: 5.6m | ETA: 2.6m
[2025-11-20T23:12:30.596238] [INFO ] [sig       ] [912/1341] Forecasting RYAM...
[2025-11-20T23:12:30.596309] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-11-20T23:12:30.596372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-11-20T23:12:30.608806] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RYAM'.
[2025-11-20T23:12:30.609196] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-11-20T23:12:30.610094] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-11-20T23:12:30.610166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:30.610214] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:30.610255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:30.610339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:30.679148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:30.679875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:30.679977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:30.680032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:30.824858] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:30.825040] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:30.825091] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:30.825127] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:30.829186] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: UP (p=95.95%)
[2025-11-20T23:12:30.829509] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-11-20T23:12:30.829682] [INFO ] [sig       ] RYAM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:30.971667] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RYAM.txt
[2025-11-20T23:12:30.971839] [INFO ] [sig       ] [912/1341] Completed RYAM in 0.4s | 2.71 sym/s | Total: 5.6m | ETA: 2.6m
[2025-11-20T23:12:30.971910] [INFO ] [sig       ] [913/1341] Forecasting RYAN...
[2025-11-20T23:12:30.972002] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-11-20T23:12:30.972056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-11-20T23:12:30.984046] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RYAN'.
[2025-11-20T23:12:30.984388] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-11-20T23:12:30.985241] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-11-20T23:12:30.985320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:30.985390] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:30.985455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:30.985562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:31.057129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:31.058829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:31.058945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:31.059016] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:31.203142] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:31.203317] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:31.203412] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:31.203454] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:31.207469] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-11-20T23:12:31.207803] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-11-20T23:12:31.207977] [INFO ] [sig       ] RYAN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:31.348230] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RYAN.txt
[2025-11-20T23:12:31.348391] [INFO ] [sig       ] [913/1341] Completed RYAN in 0.4s | 2.71 sym/s | Total: 5.6m | ETA: 2.6m
[2025-11-20T23:12:31.348444] [INFO ] [sig       ] [914/1341] Forecasting RYI...
[2025-11-20T23:12:31.348488] [INFO ] [sig       ] Generating forecast for: RYI
[2025-11-20T23:12:31.348527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-11-20T23:12:31.360914] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RYI'.
[2025-11-20T23:12:31.361260] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-11-20T23:12:31.362066] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-11-20T23:12:31.362136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:31.362181] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:31.362221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:31.362288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:31.429399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:31.430071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:31.430166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:31.430212] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:31.547103] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:31.547268] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:31.547313] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:31.547345] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:31.550764] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: UP (p=52.22%)
[2025-11-20T23:12:31.551052] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-11-20T23:12:31.551192] [INFO ] [sig       ] RYI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:31.692449] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RYI.txt
[2025-11-20T23:12:31.692782] [INFO ] [sig       ] [914/1341] Completed RYI in 0.3s | 2.71 sym/s | Total: 5.6m | ETA: 2.6m
[2025-11-20T23:12:31.692846] [INFO ] [sig       ] [915/1341] Forecasting RYN...
[2025-11-20T23:12:31.692893] [INFO ] [sig       ] Generating forecast for: RYN
[2025-11-20T23:12:31.692937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-11-20T23:12:31.706614] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RYN'.
[2025-11-20T23:12:31.707171] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-11-20T23:12:31.708115] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-11-20T23:12:31.708188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:31.708238] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:31.708277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:31.708349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:31.777030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:31.778032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:31.778146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:31.778195] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:31.917708] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:31.917987] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:31.918042] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:31.918080] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:31.922330] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: DOWN (p=49.65%)
[2025-11-20T23:12:31.922693] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-11-20T23:12:31.922905] [INFO ] [sig       ] RYN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:32.070077] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RYN.txt
[2025-11-20T23:12:32.070339] [INFO ] [sig       ] [915/1341] Completed RYN in 0.4s | 2.71 sym/s | Total: 5.6m | ETA: 2.6m
[2025-11-20T23:12:32.070427] [INFO ] [sig       ] [916/1341] Forecasting RZB...
[2025-11-20T23:12:32.070476] [INFO ] [sig       ] Generating forecast for: RZB
[2025-11-20T23:12:32.070521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-11-20T23:12:32.083246] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RZB'.
[2025-11-20T23:12:32.083659] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-11-20T23:12:32.084549] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-11-20T23:12:32.084624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:32.084713] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:32.084756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:32.084828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:32.155129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:32.156340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:32.156464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:32.156524] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:32.278257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:32.278458] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:32.278507] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:32.278541] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:32.282100] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: DOWN (p=20.94%)
[2025-11-20T23:12:32.282408] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-11-20T23:12:32.282558] [INFO ] [sig       ] RZB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:32.423510] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/RZB.txt
[2025-11-20T23:12:32.423743] [INFO ] [sig       ] [916/1341] Completed RZB in 0.4s | 2.71 sym/s | Total: 5.6m | ETA: 2.6m
[2025-11-20T23:12:32.423803] [INFO ] [sig       ] [917/1341] Forecasting RZC...
[2025-11-20T23:12:32.423873] [INFO ] [sig       ] Generating forecast for: RZC
[2025-11-20T23:12:32.423937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-11-20T23:12:32.437477] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'RZC'.
[2025-11-20T23:12:32.438022] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-11-20T23:12:32.438914] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-11-20T23:12:32.438992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:32.439055] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:32.439098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:32.439169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:32.506120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:32.507092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:32.507197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:32.507245] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:32.632385] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:32.632677] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:32.632771] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:32.632821] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:32.636923] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=53.86%)
[2025-11-20T23:12:32.637286] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-11-20T23:12:32.637512] [INFO ] [sig       ] RZC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:32.782735] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/RZC.txt
[2025-11-20T23:12:32.783003] [INFO ] [sig       ] [917/1341] Completed RZC in 0.4s | 2.71 sym/s | Total: 5.6m | ETA: 2.6m
[2025-11-20T23:12:32.783089] [INFO ] [sig       ] [918/1341] Forecasting S...
[2025-11-20T23:12:32.783130] [INFO ] [sig       ] Generating forecast for: S
[2025-11-20T23:12:32.783176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-11-20T23:12:32.796986] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'S'.
[2025-11-20T23:12:32.797506] [INFO ] [FORECASTER] Starting predict_future for S
[2025-11-20T23:12:32.798437] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-11-20T23:12:32.798511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:32.798560] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:32.798604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:32.798699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:32.867352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:32.868507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:32.868681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:32.868738] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:32.998198] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:32.998473] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:32.998530] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:32.998568] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:33.003031] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=76.93%)
[2025-11-20T23:12:33.003503] [INFO ] [FORECASTER] Completed predict_future for S
[2025-11-20T23:12:33.003703] [INFO ] [sig       ] S: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:33.228540] [INFO ] [LOCAL     ] Saved forecast: S	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/S.txt
[2025-11-20T23:12:33.228806] [INFO ] [sig       ] [918/1341] Completed S in 0.4s | 2.71 sym/s | Total: 5.6m | ETA: 2.6m
[2025-11-20T23:12:33.228894] [INFO ] [sig       ] [919/1341] Forecasting SA...
[2025-11-20T23:12:33.228945] [INFO ] [sig       ] Generating forecast for: SA
[2025-11-20T23:12:33.228989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-11-20T23:12:33.242679] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SA'.
[2025-11-20T23:12:33.243260] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-11-20T23:12:33.244278] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-11-20T23:12:33.244356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:33.244407] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:33.244452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:33.244530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:33.313631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:33.314856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:33.314999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:33.315050] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:33.442004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:33.442272] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:33.442325] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:33.442361] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:33.446668] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=95.00%)
[2025-11-20T23:12:33.447185] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-11-20T23:12:33.447381] [INFO ] [sig       ] SA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:33.594973] [INFO ] [LOCAL     ] Saved forecast: SA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SA.txt
[2025-11-20T23:12:33.595213] [INFO ] [sig       ] [919/1341] Completed SA in 0.4s | 2.71 sym/s | Total: 5.6m | ETA: 2.6m
[2025-11-20T23:12:33.595296] [INFO ] [sig       ] [920/1341] Forecasting SAFE...
[2025-11-20T23:12:33.595341] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-11-20T23:12:33.595386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-11-20T23:12:33.608842] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SAFE'.
[2025-11-20T23:12:33.609376] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-11-20T23:12:33.610291] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-11-20T23:12:33.610364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:33.610412] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:33.610458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:33.610531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:33.680172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:33.681366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:33.681480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:33.681541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:33.810631] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:33.810971] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:33.811039] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:33.811086] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:33.815125] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: DOWN (p=11.09%)
[2025-11-20T23:12:33.815702] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-11-20T23:12:33.815937] [INFO ] [sig       ] SAFE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:33.965554] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SAFE.txt
[2025-11-20T23:12:33.966043] [INFO ] [sig       ] [920/1341] Completed SAFE in 0.4s | 2.71 sym/s | Total: 5.7m | ETA: 2.6m
[2025-11-20T23:12:33.966104] [INFO ] [sig       ] [921/1341] Forecasting SAH...
[2025-11-20T23:12:33.966150] [INFO ] [sig       ] Generating forecast for: SAH
[2025-11-20T23:12:33.966203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-11-20T23:12:33.980455] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SAH'.
[2025-11-20T23:12:33.980913] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-11-20T23:12:33.981754] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-11-20T23:12:33.981824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:33.981871] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:33.981912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:33.981980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:34.050884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:34.051858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:34.051971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:34.052049] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:34.169838] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:34.170045] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:34.170094] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:34.170130] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:34.174191] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2025-11-20T23:12:34.174740] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-11-20T23:12:34.175138] [INFO ] [sig       ] SAH: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:34.317975] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SAH.txt
[2025-11-20T23:12:34.318136] [INFO ] [sig       ] [921/1341] Completed SAH in 0.4s | 2.71 sym/s | Total: 5.7m | ETA: 2.6m
[2025-11-20T23:12:34.318189] [INFO ] [sig       ] [922/1341] Forecasting SAM...
[2025-11-20T23:12:34.318234] [INFO ] [sig       ] Generating forecast for: SAM
[2025-11-20T23:12:34.318300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-11-20T23:12:34.330345] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SAM'.
[2025-11-20T23:12:34.330755] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-11-20T23:12:34.331607] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-11-20T23:12:34.331704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:34.331750] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:34.331791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:34.331860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:34.398676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:34.399361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:34.399458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:34.399505] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:34.514390] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:34.514557] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:34.514606] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:34.514658] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:34.518128] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-11-20T23:12:34.518439] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-11-20T23:12:34.518582] [INFO ] [sig       ] SAM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:34.658366] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SAM.txt
[2025-11-20T23:12:34.658564] [INFO ] [sig       ] [922/1341] Completed SAM in 0.3s | 2.71 sym/s | Total: 5.7m | ETA: 2.6m
[2025-11-20T23:12:34.658620] [INFO ] [sig       ] [923/1341] Forecasting SAN...
[2025-11-20T23:12:34.658712] [INFO ] [sig       ] Generating forecast for: SAN
[2025-11-20T23:12:34.658762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-11-20T23:12:34.670685] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SAN'.
[2025-11-20T23:12:34.671036] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-11-20T23:12:34.671835] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-11-20T23:12:34.671905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:34.671954] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:34.671992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:34.672060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:34.738896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:34.739615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:34.739744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:34.739792] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:34.863368] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:34.863556] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:34.863603] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:34.863654] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:34.867165] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=76.09%)
[2025-11-20T23:12:34.867478] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-11-20T23:12:34.867623] [INFO ] [sig       ] SAN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:35.008143] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SAN.txt
[2025-11-20T23:12:35.008300] [INFO ] [sig       ] [923/1341] Completed SAN in 0.3s | 2.71 sym/s | Total: 5.7m | ETA: 2.6m
[2025-11-20T23:12:35.008356] [INFO ] [sig       ] [924/1341] Forecasting SAP...
[2025-11-20T23:12:35.008425] [INFO ] [sig       ] Generating forecast for: SAP
[2025-11-20T23:12:35.008461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-11-20T23:12:35.019788] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SAP'.
[2025-11-20T23:12:35.020154] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-11-20T23:12:35.020959] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-11-20T23:12:35.021031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:35.021078] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:35.021118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:35.021188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:35.091548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:35.092358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:35.092466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:35.092514] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:35.215043] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:35.215220] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:35.215266] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:35.215300] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:35.218874] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-11-20T23:12:35.219163] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-11-20T23:12:35.219323] [INFO ] [sig       ] SAP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:35.361036] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SAP.txt
[2025-11-20T23:12:35.361194] [INFO ] [sig       ] [924/1341] Completed SAP in 0.4s | 2.71 sym/s | Total: 5.7m | ETA: 2.6m
[2025-11-20T23:12:35.361248] [INFO ] [sig       ] [925/1341] Forecasting SAR...
[2025-11-20T23:12:35.361291] [INFO ] [sig       ] Generating forecast for: SAR
[2025-11-20T23:12:35.361364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAR' from 'https://tdm.silogroup.org/data/derivative_storage/SAR.csv'.
[2025-11-20T23:12:35.376883] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SAR'.
[2025-11-20T23:12:35.377469] [INFO ] [FORECASTER] Starting predict_future for SAR
[2025-11-20T23:12:35.378545] [DEBUG] [LOCAL     ] No optimal features file found for SAR: ./output/feature-sets/SAR.txt
[2025-11-20T23:12:35.378619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:35.378722] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:35.378770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:35.378845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:35.451254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:35.452508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:35.452624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:35.452708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:35.589887] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:35.590200] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:35.590270] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:35.590316] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:35.594575] [DEBUG] [FORECASTER] SAR: Forecast T+1@11:T+2@11: UP (p=84.43%)
[2025-11-20T23:12:35.594967] [INFO ] [FORECASTER] Completed predict_future for SAR
[2025-11-20T23:12:35.595192] [INFO ] [sig       ] SAR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:35.745197] [INFO ] [LOCAL     ] Saved forecast: SAR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SAR.txt
[2025-11-20T23:12:35.745449] [INFO ] [sig       ] [925/1341] Completed SAR in 0.4s | 2.71 sym/s | Total: 5.7m | ETA: 2.6m
[2025-11-20T23:12:35.745536] [INFO ] [sig       ] [926/1341] Forecasting SB...
[2025-11-20T23:12:35.745603] [INFO ] [sig       ] Generating forecast for: SB
[2025-11-20T23:12:35.745740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-11-20T23:12:35.759938] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SB'.
[2025-11-20T23:12:35.760620] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-11-20T23:12:35.761697] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-11-20T23:12:35.761771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:35.761822] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:35.761870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:35.761969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:35.832946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:35.834162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:35.834293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:35.834344] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:35.965963] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:35.966305] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:35.966373] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:35.966413] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:35.970844] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=5.99%)
[2025-11-20T23:12:35.971194] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-11-20T23:12:35.971459] [INFO ] [sig       ] SB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:36.113624] [INFO ] [LOCAL     ] Saved forecast: SB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SB.txt
[2025-11-20T23:12:36.113876] [INFO ] [sig       ] [926/1341] Completed SB in 0.4s | 2.71 sym/s | Total: 5.7m | ETA: 2.5m
[2025-11-20T23:12:36.113930] [INFO ] [sig       ] [927/1341] Forecasting SBH...
[2025-11-20T23:12:36.113966] [INFO ] [sig       ] Generating forecast for: SBH
[2025-11-20T23:12:36.114008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-11-20T23:12:36.127950] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SBH'.
[2025-11-20T23:12:36.128544] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-11-20T23:12:36.129504] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-11-20T23:12:36.129581] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:36.129629] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:36.129693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:36.129766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:36.199278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:36.200565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:36.200705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:36.200759] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:36.329216] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:36.329481] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:36.329536] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:36.329574] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:36.334303] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=64.61%)
[2025-11-20T23:12:36.334877] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-11-20T23:12:36.335290] [INFO ] [sig       ] SBH: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:36.501036] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SBH.txt
[2025-11-20T23:12:36.501329] [INFO ] [sig       ] [927/1341] Completed SBH in 0.4s | 2.71 sym/s | Total: 5.7m | ETA: 2.5m
[2025-11-20T23:12:36.501399] [INFO ] [sig       ] [928/1341] Forecasting SBI...
[2025-11-20T23:12:36.501453] [INFO ] [sig       ] Generating forecast for: SBI
[2025-11-20T23:12:36.501514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-11-20T23:12:36.516410] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SBI'.
[2025-11-20T23:12:36.517203] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-11-20T23:12:36.518241] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-11-20T23:12:36.518318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:36.518369] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:36.518411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:36.518483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:36.591514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:36.592799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:36.592927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:36.592990] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:36.726436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:36.726730] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:36.726801] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:36.726838] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:36.730993] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: UP (p=70.63%)
[2025-11-20T23:12:36.731360] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-11-20T23:12:36.731531] [INFO ] [sig       ] SBI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:36.879947] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SBI.txt
[2025-11-20T23:12:36.880250] [INFO ] [sig       ] [928/1341] Completed SBI in 0.4s | 2.71 sym/s | Total: 5.7m | ETA: 2.5m
[2025-11-20T23:12:36.880314] [INFO ] [sig       ] [929/1341] Forecasting SBR...
[2025-11-20T23:12:36.880363] [INFO ] [sig       ] Generating forecast for: SBR
[2025-11-20T23:12:36.880413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBR' from 'https://tdm.silogroup.org/data/derivative_storage/SBR.csv'.
[2025-11-20T23:12:36.893415] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SBR'.
[2025-11-20T23:12:36.893903] [INFO ] [FORECASTER] Starting predict_future for SBR
[2025-11-20T23:12:36.894883] [DEBUG] [LOCAL     ] No optimal features file found for SBR: ./output/feature-sets/SBR.txt
[2025-11-20T23:12:36.894958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:36.895008] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:36.895051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:36.895125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:36.963242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:36.964433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:36.964549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:36.964601] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:37.084529] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:37.084809] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:37.084898] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:37.084946] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:37.089040] [DEBUG] [FORECASTER] SBR: Forecast T+1@11:T+2@11: DOWN (p=29.81%)
[2025-11-20T23:12:37.089399] [INFO ] [FORECASTER] Completed predict_future for SBR
[2025-11-20T23:12:37.089574] [INFO ] [sig       ] SBR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:37.233353] [INFO ] [LOCAL     ] Saved forecast: SBR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SBR.txt
[2025-11-20T23:12:37.233594] [INFO ] [sig       ] [929/1341] Completed SBR in 0.4s | 2.71 sym/s | Total: 5.7m | ETA: 2.5m
[2025-11-20T23:12:37.233707] [INFO ] [sig       ] [930/1341] Forecasting SBS...
[2025-11-20T23:12:37.233762] [INFO ] [sig       ] Generating forecast for: SBS
[2025-11-20T23:12:37.233808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-11-20T23:12:37.247112] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SBS'.
[2025-11-20T23:12:37.247544] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-11-20T23:12:37.248507] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-11-20T23:12:37.248584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:37.248702] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:37.248753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:37.248841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:37.318244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:37.319462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:37.319594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:37.319666] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:37.447318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:37.447587] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:37.447656] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:37.447733] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:37.451661] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2025-11-20T23:12:37.451984] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-11-20T23:12:37.452143] [INFO ] [sig       ] SBS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:37.601305] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SBS.txt
[2025-11-20T23:12:37.601576] [INFO ] [sig       ] [930/1341] Completed SBS in 0.4s | 2.71 sym/s | Total: 5.7m | ETA: 2.5m
[2025-11-20T23:12:37.601661] [INFO ] [sig       ] [931/1341] Forecasting SBSI...
[2025-11-20T23:12:37.601711] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-11-20T23:12:37.601757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-11-20T23:12:37.615014] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SBSI'.
[2025-11-20T23:12:37.615482] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-11-20T23:12:37.616480] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-11-20T23:12:37.616554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:37.616604] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:37.616668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:37.616743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:37.686766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:37.687942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:37.688056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:37.688105] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:37.813371] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:37.814110] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:37.814190] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:37.814239] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:37.818763] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-11-20T23:12:37.819121] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-11-20T23:12:37.819341] [INFO ] [sig       ] SBSI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:37.963723] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SBSI.txt
[2025-11-20T23:12:37.963991] [INFO ] [sig       ] [931/1341] Completed SBSI in 0.4s | 2.71 sym/s | Total: 5.7m | ETA: 2.5m
[2025-11-20T23:12:37.964050] [INFO ] [sig       ] [932/1341] Forecasting SBSW...
[2025-11-20T23:12:37.964098] [INFO ] [sig       ] Generating forecast for: SBSW
[2025-11-20T23:12:37.964142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSW' from 'https://tdm.silogroup.org/data/derivative_storage/SBSW.csv'.
[2025-11-20T23:12:37.978539] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SBSW'.
[2025-11-20T23:12:37.979191] [INFO ] [FORECASTER] Starting predict_future for SBSW
[2025-11-20T23:12:37.980216] [DEBUG] [LOCAL     ] No optimal features file found for SBSW: ./output/feature-sets/SBSW.txt
[2025-11-20T23:12:37.980315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:37.980387] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:37.980429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:37.980504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:38.050331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:38.051466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:38.051577] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:38.051626] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:38.176260] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:38.176534] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:38.176587] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:38.176620] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:38.180681] [DEBUG] [FORECASTER] SBSW: Forecast T+1@11:T+2@11: UP (p=90.24%)
[2025-11-20T23:12:38.181012] [INFO ] [FORECASTER] Completed predict_future for SBSW
[2025-11-20T23:12:38.181180] [INFO ] [sig       ] SBSW: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:38.325500] [INFO ] [LOCAL     ] Saved forecast: SBSW	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SBSW.txt
[2025-11-20T23:12:38.325751] [INFO ] [sig       ] [932/1341] Completed SBSW in 0.4s | 2.71 sym/s | Total: 5.7m | ETA: 2.5m
[2025-11-20T23:12:38.325839] [INFO ] [sig       ] [933/1341] Forecasting SCD...
[2025-11-20T23:12:38.325892] [INFO ] [sig       ] Generating forecast for: SCD
[2025-11-20T23:12:38.325940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-11-20T23:12:38.339943] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SCD'.
[2025-11-20T23:12:38.340399] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-11-20T23:12:38.341265] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-11-20T23:12:38.341338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:38.341385] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:38.341428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:38.341499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:38.407925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:38.408598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:38.408784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:38.408838] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:38.519351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:38.519525] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:38.519572] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:38.519606] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:38.523170] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=79.52%)
[2025-11-20T23:12:38.523476] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-11-20T23:12:38.523621] [INFO ] [sig       ] SCD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:38.665423] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SCD.txt
[2025-11-20T23:12:38.665865] [INFO ] [sig       ] [933/1341] Completed SCD in 0.3s | 2.71 sym/s | Total: 5.7m | ETA: 2.5m
[2025-11-20T23:12:38.665937] [INFO ] [sig       ] [934/1341] Forecasting SCHW...
[2025-11-20T23:12:38.665998] [INFO ] [sig       ] Generating forecast for: SCHW
[2025-11-20T23:12:38.666044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHW' from 'https://tdm.silogroup.org/data/derivative_storage/SCHW.csv'.
[2025-11-20T23:12:38.678008] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SCHW'.
[2025-11-20T23:12:38.678378] [INFO ] [FORECASTER] Starting predict_future for SCHW
[2025-11-20T23:12:38.679197] [DEBUG] [LOCAL     ] No optimal features file found for SCHW: ./output/feature-sets/SCHW.txt
[2025-11-20T23:12:38.679269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:38.679316] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:38.679357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:38.679427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:38.746206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:38.746858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:38.746977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:38.747025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:38.879947] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:38.880125] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:38.880174] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:38.880207] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:38.883686] [DEBUG] [FORECASTER] SCHW: Forecast T+1@11:T+2@11: DOWN (p=47.39%)
[2025-11-20T23:12:38.883980] [INFO ] [FORECASTER] Completed predict_future for SCHW
[2025-11-20T23:12:38.884124] [INFO ] [sig       ] SCHW: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:39.026024] [INFO ] [LOCAL     ] Saved forecast: SCHW	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SCHW.txt
[2025-11-20T23:12:39.026203] [INFO ] [sig       ] [934/1341] Completed SCHW in 0.4s | 2.71 sym/s | Total: 5.7m | ETA: 2.5m
[2025-11-20T23:12:39.026262] [INFO ] [sig       ] [935/1341] Forecasting SCI...
[2025-11-20T23:12:39.026307] [INFO ] [sig       ] Generating forecast for: SCI
[2025-11-20T23:12:39.026377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-11-20T23:12:39.040628] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SCI'.
[2025-11-20T23:12:39.041240] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-11-20T23:12:39.042197] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-11-20T23:12:39.042271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:39.042319] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:39.042360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:39.042433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:39.112733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:39.114149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:39.114267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:39.114319] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:39.244001] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:39.244307] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:39.244371] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:39.244409] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:39.248522] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-11-20T23:12:39.248896] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-11-20T23:12:39.249088] [INFO ] [sig       ] SCI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:39.398531] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SCI.txt
[2025-11-20T23:12:39.398810] [INFO ] [sig       ] [935/1341] Completed SCI in 0.4s | 2.71 sym/s | Total: 5.7m | ETA: 2.5m
[2025-11-20T23:12:39.398897] [INFO ] [sig       ] [936/1341] Forecasting SCL...
[2025-11-20T23:12:39.398938] [INFO ] [sig       ] Generating forecast for: SCL
[2025-11-20T23:12:39.398977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-11-20T23:12:39.414275] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SCL'.
[2025-11-20T23:12:39.415058] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-11-20T23:12:39.416312] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-11-20T23:12:39.416410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:39.416465] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:39.416537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:39.416616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:39.493300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:39.494630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:39.494785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:39.494835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:39.626611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:39.626900] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:39.626957] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:39.626996] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:39.631047] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: UP (p=74.59%)
[2025-11-20T23:12:39.631378] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-11-20T23:12:39.631550] [INFO ] [sig       ] SCL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:39.793425] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SCL.txt
[2025-11-20T23:12:39.793702] [INFO ] [sig       ] [936/1341] Completed SCL in 0.4s | 2.71 sym/s | Total: 5.8m | ETA: 2.5m
[2025-11-20T23:12:39.793792] [INFO ] [sig       ] [937/1341] Forecasting SCM...
[2025-11-20T23:12:39.793912] [INFO ] [sig       ] Generating forecast for: SCM
[2025-11-20T23:12:39.793963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-11-20T23:12:39.808500] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SCM'.
[2025-11-20T23:12:39.809168] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-11-20T23:12:39.810378] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-11-20T23:12:39.810463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:39.810530] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:39.810575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:39.810689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:39.882063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:39.883302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:39.883450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:39.883515] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:40.006984] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:40.007267] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:40.007322] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:40.007383] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:40.011548] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-11-20T23:12:40.011907] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-11-20T23:12:40.012091] [INFO ] [sig       ] SCM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:40.156471] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SCM.txt
[2025-11-20T23:12:40.156751] [INFO ] [sig       ] [937/1341] Completed SCM in 0.4s | 2.71 sym/s | Total: 5.8m | ETA: 2.5m
[2025-11-20T23:12:40.156840] [INFO ] [sig       ] [938/1341] Forecasting SCS...
[2025-11-20T23:12:40.156910] [INFO ] [sig       ] Generating forecast for: SCS
[2025-11-20T23:12:40.156959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'.
[2025-11-20T23:12:40.171991] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SCS'.
[2025-11-20T23:12:40.172597] [INFO ] [FORECASTER] Starting predict_future for SCS
[2025-11-20T23:12:40.173671] [DEBUG] [LOCAL     ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt
[2025-11-20T23:12:40.173745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:40.173796] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:40.173836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:40.173911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:40.245939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:40.247226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:40.247346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:40.247397] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:40.373996] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:40.374261] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:40.374329] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:40.374365] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:40.378511] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: DOWN (p=21.34%)
[2025-11-20T23:12:40.378891] [INFO ] [FORECASTER] Completed predict_future for SCS
[2025-11-20T23:12:40.379120] [INFO ] [sig       ] SCS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:40.522519] [INFO ] [LOCAL     ] Saved forecast: SCS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SCS.txt
[2025-11-20T23:12:40.522798] [INFO ] [sig       ] [938/1341] Completed SCS in 0.4s | 2.71 sym/s | Total: 5.8m | ETA: 2.5m
[2025-11-20T23:12:40.522895] [INFO ] [sig       ] [939/1341] Forecasting SD...
[2025-11-20T23:12:40.522944] [INFO ] [sig       ] Generating forecast for: SD
[2025-11-20T23:12:40.522989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-11-20T23:12:40.537205] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SD'.
[2025-11-20T23:12:40.537845] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-11-20T23:12:40.538849] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-11-20T23:12:40.538929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:40.539014] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:40.539074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:40.539201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:40.611573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:40.612937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:40.613071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:40.613157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:40.736719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:40.737008] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:40.737064] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:40.737099] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:40.741080] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: UP (p=71.06%)
[2025-11-20T23:12:40.741410] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-11-20T23:12:40.741572] [INFO ] [sig       ] SD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:40.884502] [INFO ] [LOCAL     ] Saved forecast: SD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SD.txt
[2025-11-20T23:12:40.884780] [INFO ] [sig       ] [939/1341] Completed SD in 0.4s | 2.71 sym/s | Total: 5.8m | ETA: 2.5m
[2025-11-20T23:12:40.884875] [INFO ] [sig       ] [940/1341] Forecasting SDHY...
[2025-11-20T23:12:40.884922] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-11-20T23:12:40.884966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-11-20T23:12:40.898236] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SDHY'.
[2025-11-20T23:12:40.898669] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-11-20T23:12:40.899551] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-11-20T23:12:40.899624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:40.899695] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:40.899739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:40.899809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:40.967883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:40.968710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:40.968817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:40.968866] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:41.087190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:41.087434] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:41.087487] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:41.087528] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:41.091615] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: UP (p=91.56%)
[2025-11-20T23:12:41.092005] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-11-20T23:12:41.092198] [INFO ] [sig       ] SDHY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:41.235732] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SDHY.txt
[2025-11-20T23:12:41.235996] [INFO ] [sig       ] [940/1341] Completed SDHY in 0.4s | 2.71 sym/s | Total: 5.8m | ETA: 2.5m
[2025-11-20T23:12:41.236085] [INFO ] [sig       ] [941/1341] Forecasting SES...
[2025-11-20T23:12:41.236155] [INFO ] [sig       ] Generating forecast for: SES
[2025-11-20T23:12:41.236205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-11-20T23:12:41.249903] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SES'.
[2025-11-20T23:12:41.250500] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-11-20T23:12:41.251532] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-11-20T23:12:41.251622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:41.251727] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:41.251783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:41.251915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:41.323590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:41.324928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:41.325056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:41.325124] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:41.457884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:41.458192] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:41.458250] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:41.458284] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:41.462511] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=79.55%)
[2025-11-20T23:12:41.462960] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-11-20T23:12:41.463137] [INFO ] [sig       ] SES: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:41.610521] [INFO ] [LOCAL     ] Saved forecast: SES	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SES.txt
[2025-11-20T23:12:41.610776] [INFO ] [sig       ] [941/1341] Completed SES in 0.4s | 2.71 sym/s | Total: 5.8m | ETA: 2.5m
[2025-11-20T23:12:41.610862] [INFO ] [sig       ] [942/1341] Forecasting SF...
[2025-11-20T23:12:41.610915] [INFO ] [sig       ] Generating forecast for: SF
[2025-11-20T23:12:41.610956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-11-20T23:12:41.625103] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SF'.
[2025-11-20T23:12:41.625730] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-11-20T23:12:41.626704] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-11-20T23:12:41.626778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:41.626829] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:41.626903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:41.626995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:41.695778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:41.697044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:41.697171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:41.697237] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:41.822464] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:41.822740] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:41.822801] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:41.822836] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:41.826797] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2025-11-20T23:12:41.827175] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-11-20T23:12:41.827351] [INFO ] [sig       ] SF: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:41.972864] [INFO ] [LOCAL     ] Saved forecast: SF	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SF.txt
[2025-11-20T23:12:41.973164] [INFO ] [sig       ] [942/1341] Completed SF in 0.4s | 2.71 sym/s | Total: 5.8m | ETA: 2.5m
[2025-11-20T23:12:41.973221] [INFO ] [sig       ] [943/1341] Forecasting SFBS...
[2025-11-20T23:12:41.973271] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-11-20T23:12:41.973315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-11-20T23:12:41.987279] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SFBS'.
[2025-11-20T23:12:41.987737] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-11-20T23:12:41.988596] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-11-20T23:12:41.988717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:41.988767] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:41.988806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:41.988875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:42.056103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:42.056813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:42.056929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:42.056977] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:42.170942] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:42.171130] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:42.171175] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:42.171208] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:42.174736] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=88.84%)
[2025-11-20T23:12:42.175032] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-11-20T23:12:42.175182] [INFO ] [sig       ] SFBS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:42.314116] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SFBS.txt
[2025-11-20T23:12:42.314277] [INFO ] [sig       ] [943/1341] Completed SFBS in 0.3s | 2.71 sym/s | Total: 5.8m | ETA: 2.4m
[2025-11-20T23:12:42.314332] [INFO ] [sig       ] [944/1341] Forecasting SFL...
[2025-11-20T23:12:42.314375] [INFO ] [sig       ] Generating forecast for: SFL
[2025-11-20T23:12:42.314443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-11-20T23:12:42.326275] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SFL'.
[2025-11-20T23:12:42.326591] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-11-20T23:12:42.327425] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-11-20T23:12:42.327506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:42.327560] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:42.327608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:42.327715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:42.395690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:42.396400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:42.396502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:42.396555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:42.517237] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:42.517434] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:42.517488] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:42.517521] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:42.521627] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: DOWN (p=8.69%)
[2025-11-20T23:12:42.521948] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-11-20T23:12:42.522106] [INFO ] [sig       ] SFL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:42.662156] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SFL.txt
[2025-11-20T23:12:42.662340] [INFO ] [sig       ] [944/1341] Completed SFL in 0.3s | 2.71 sym/s | Total: 5.8m | ETA: 2.4m
[2025-11-20T23:12:42.662444] [INFO ] [sig       ] [945/1341] Forecasting SG...
[2025-11-20T23:12:42.662520] [INFO ] [sig       ] Generating forecast for: SG
[2025-11-20T23:12:42.662570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-11-20T23:12:42.676374] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SG'.
[2025-11-20T23:12:42.676936] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-11-20T23:12:42.677852] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-11-20T23:12:42.677926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:42.677975] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:42.678016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:42.678089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:42.747237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:42.748377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:42.748494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:42.748547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:42.875855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:42.876113] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:42.876168] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:42.876204] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:42.880188] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-11-20T23:12:42.880518] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-11-20T23:12:42.880708] [INFO ] [sig       ] SG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:43.023828] [INFO ] [LOCAL     ] Saved forecast: SG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SG.txt
[2025-11-20T23:12:43.024063] [INFO ] [sig       ] [945/1341] Completed SG in 0.4s | 2.71 sym/s | Total: 5.8m | ETA: 2.4m
[2025-11-20T23:12:43.024151] [INFO ] [sig       ] [946/1341] Forecasting SGHC...
[2025-11-20T23:12:43.024205] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-11-20T23:12:43.024250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-11-20T23:12:43.037455] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SGHC'.
[2025-11-20T23:12:43.038060] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-11-20T23:12:43.038996] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-11-20T23:12:43.039071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:43.039119] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:43.039184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:43.039260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:43.107765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:43.108799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:43.108922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:43.108974] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:43.233829] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:43.234078] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:43.234129] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:43.234164] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:43.238049] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: DOWN (p=14.82%)
[2025-11-20T23:12:43.238370] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-11-20T23:12:43.238544] [INFO ] [sig       ] SGHC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:43.385043] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SGHC.txt
[2025-11-20T23:12:43.385345] [INFO ] [sig       ] [946/1341] Completed SGHC in 0.4s | 2.71 sym/s | Total: 5.8m | ETA: 2.4m
[2025-11-20T23:12:43.385497] [INFO ] [sig       ] [947/1341] Forecasting SGU...
[2025-11-20T23:12:43.385554] [INFO ] [sig       ] Generating forecast for: SGU
[2025-11-20T23:12:43.385599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGU' from 'https://tdm.silogroup.org/data/derivative_storage/SGU.csv'.
[2025-11-20T23:12:43.398756] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SGU'.
[2025-11-20T23:12:43.399240] [INFO ] [FORECASTER] Starting predict_future for SGU
[2025-11-20T23:12:43.400182] [DEBUG] [LOCAL     ] No optimal features file found for SGU: ./output/feature-sets/SGU.txt
[2025-11-20T23:12:43.400256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:43.400304] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:43.400352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:43.400426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:43.468956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:43.470183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:43.470298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:43.470364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:43.595284] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:43.595546] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:43.595599] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:43.595633] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:43.599622] [DEBUG] [FORECASTER] SGU: Forecast T+1@11:T+2@11: UP (p=50.57%)
[2025-11-20T23:12:43.599995] [INFO ] [FORECASTER] Completed predict_future for SGU
[2025-11-20T23:12:43.600173] [INFO ] [sig       ] SGU: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:43.746153] [INFO ] [LOCAL     ] Saved forecast: SGU	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SGU.txt
[2025-11-20T23:12:43.746459] [INFO ] [sig       ] [947/1341] Completed SGU in 0.4s | 2.71 sym/s | Total: 5.8m | ETA: 2.4m
[2025-11-20T23:12:43.746525] [INFO ] [sig       ] [948/1341] Forecasting SHAK...
[2025-11-20T23:12:43.746573] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-11-20T23:12:43.746621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-11-20T23:12:43.760148] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SHAK'.
[2025-11-20T23:12:43.760713] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-11-20T23:12:43.761602] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-11-20T23:12:43.761693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:43.761742] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:43.761784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:43.761857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:43.829736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:43.830852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:43.830967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:43.831016] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:43.960612] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:43.960889] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:43.960943] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:43.960977] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:43.964961] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: UP (p=92.70%)
[2025-11-20T23:12:43.965317] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-11-20T23:12:43.965502] [INFO ] [sig       ] SHAK: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:44.117774] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SHAK.txt
[2025-11-20T23:12:44.117999] [INFO ] [sig       ] [948/1341] Completed SHAK in 0.4s | 2.71 sym/s | Total: 5.8m | ETA: 2.4m
[2025-11-20T23:12:44.118061] [INFO ] [sig       ] [949/1341] Forecasting SHCO...
[2025-11-20T23:12:44.118131] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-11-20T23:12:44.118169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-11-20T23:12:44.131899] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SHCO'.
[2025-11-20T23:12:44.132341] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-11-20T23:12:44.133265] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-11-20T23:12:44.133337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:44.133384] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:44.133427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:44.133501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:44.204721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:44.206051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:44.206193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:44.206247] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:44.333438] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:44.333722] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:44.333784] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:44.333820] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:44.337946] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=73.24%)
[2025-11-20T23:12:44.338336] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-11-20T23:12:44.338518] [INFO ] [sig       ] SHCO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:44.483896] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SHCO.txt
[2025-11-20T23:12:44.484218] [INFO ] [sig       ] [949/1341] Completed SHCO in 0.4s | 2.71 sym/s | Total: 5.8m | ETA: 2.4m
[2025-11-20T23:12:44.484317] [INFO ] [sig       ] [950/1341] Forecasting SHEL...
[2025-11-20T23:12:44.484373] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-11-20T23:12:44.484423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-11-20T23:12:44.498289] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SHEL'.
[2025-11-20T23:12:44.498786] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-11-20T23:12:44.499717] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-11-20T23:12:44.499791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:44.499839] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:44.499879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:44.499951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:44.568156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:44.569041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:44.569146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:44.569194] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:44.686769] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:44.686994] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:44.687064] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:44.687101] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:44.690881] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=45.09%)
[2025-11-20T23:12:44.691191] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-11-20T23:12:44.691366] [INFO ] [sig       ] SHEL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:44.837698] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SHEL.txt
[2025-11-20T23:12:44.837887] [INFO ] [sig       ] [950/1341] Completed SHEL in 0.4s | 2.71 sym/s | Total: 5.8m | ETA: 2.4m
[2025-11-20T23:12:44.837992] [INFO ] [sig       ] [951/1341] Forecasting SHG...
[2025-11-20T23:12:44.838048] [INFO ] [sig       ] Generating forecast for: SHG
[2025-11-20T23:12:44.838092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-11-20T23:12:44.851917] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SHG'.
[2025-11-20T23:12:44.852533] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-11-20T23:12:44.853600] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-11-20T23:12:44.853697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:44.853749] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:44.853801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:44.853904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:44.924758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:44.925931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:44.926050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:44.926102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:45.051879] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:45.052127] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:45.052178] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:45.052212] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:45.056275] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=80.37%)
[2025-11-20T23:12:45.056607] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-11-20T23:12:45.056784] [INFO ] [sig       ] SHG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:45.208976] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SHG.txt
[2025-11-20T23:12:45.209233] [INFO ] [sig       ] [951/1341] Completed SHG in 0.4s | 2.71 sym/s | Total: 5.8m | ETA: 2.4m
[2025-11-20T23:12:45.209326] [INFO ] [sig       ] [952/1341] Forecasting SHO...
[2025-11-20T23:12:45.209371] [INFO ] [sig       ] Generating forecast for: SHO
[2025-11-20T23:12:45.209449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-11-20T23:12:45.223347] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SHO'.
[2025-11-20T23:12:45.223920] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-11-20T23:12:45.224881] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-11-20T23:12:45.224959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:45.225007] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:45.225051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:45.225132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:45.296487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:45.297797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:45.298019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:45.298080] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:45.423677] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:45.423957] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:45.424018] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:45.424053] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:45.428326] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=71.09%)
[2025-11-20T23:12:45.428680] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-11-20T23:12:45.428853] [INFO ] [sig       ] SHO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:45.571845] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SHO.txt
[2025-11-20T23:12:45.572085] [INFO ] [sig       ] [952/1341] Completed SHO in 0.4s | 2.71 sym/s | Total: 5.8m | ETA: 2.4m
[2025-11-20T23:12:45.572144] [INFO ] [sig       ] [953/1341] Forecasting SHOC...
[2025-11-20T23:12:45.572190] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-11-20T23:12:45.572272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-11-20T23:12:45.585357] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SHOC'.
[2025-11-20T23:12:45.585801] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-11-20T23:12:45.586713] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-11-20T23:12:45.586787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:45.586836] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:45.586908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:45.586986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:45.656312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:45.657618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:45.657754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:45.657804] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:45.782324] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:45.782586] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:45.782659] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:45.782707] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:45.786662] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=72.79%)
[2025-11-20T23:12:45.787043] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-11-20T23:12:45.787223] [INFO ] [sig       ] SHOC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:45.935631] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SHOC.txt
[2025-11-20T23:12:45.935930] [INFO ] [sig       ] [953/1341] Completed SHOC in 0.4s | 2.71 sym/s | Total: 5.9m | ETA: 2.4m
[2025-11-20T23:12:45.936048] [INFO ] [sig       ] [954/1341] Forecasting SHW...
[2025-11-20T23:12:45.936094] [INFO ] [sig       ] Generating forecast for: SHW
[2025-11-20T23:12:45.936133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHW' from 'https://tdm.silogroup.org/data/derivative_storage/SHW.csv'.
[2025-11-20T23:12:45.950698] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SHW'.
[2025-11-20T23:12:45.951233] [INFO ] [FORECASTER] Starting predict_future for SHW
[2025-11-20T23:12:45.952309] [DEBUG] [LOCAL     ] No optimal features file found for SHW: ./output/feature-sets/SHW.txt
[2025-11-20T23:12:45.952380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:45.952444] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:45.952487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:45.952587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:46.020594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:46.021819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:46.021930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:46.021978] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:46.154409] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:46.154690] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:46.154769] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:46.154815] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:46.158825] [DEBUG] [FORECASTER] SHW: Forecast T+1@11:T+2@11: UP (p=82.07%)
[2025-11-20T23:12:46.159191] [INFO ] [FORECASTER] Completed predict_future for SHW
[2025-11-20T23:12:46.159389] [INFO ] [sig       ] SHW: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:46.308895] [INFO ] [LOCAL     ] Saved forecast: SHW	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SHW.txt
[2025-11-20T23:12:46.309230] [INFO ] [sig       ] [954/1341] Completed SHW in 0.4s | 2.71 sym/s | Total: 5.9m | ETA: 2.4m
[2025-11-20T23:12:46.309292] [INFO ] [sig       ] [955/1341] Forecasting SID...
[2025-11-20T23:12:46.309340] [INFO ] [sig       ] Generating forecast for: SID
[2025-11-20T23:12:46.309386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-11-20T23:12:46.324357] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SID'.
[2025-11-20T23:12:46.325054] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-11-20T23:12:46.326061] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-11-20T23:12:46.326141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:46.326191] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:46.326235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:46.326310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:46.398847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:46.399923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:46.400057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:46.400131] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:46.511123] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:46.511329] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:46.511381] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:46.511417] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:46.515073] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: UP (p=93.41%)
[2025-11-20T23:12:46.515381] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-11-20T23:12:46.515574] [INFO ] [sig       ] SID: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:46.664828] [INFO ] [LOCAL     ] Saved forecast: SID	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SID.txt
[2025-11-20T23:12:46.665051] [INFO ] [sig       ] [955/1341] Completed SID in 0.4s | 2.71 sym/s | Total: 5.9m | ETA: 2.4m
[2025-11-20T23:12:46.665118] [INFO ] [sig       ] [956/1341] Forecasting SIG...
[2025-11-20T23:12:46.665205] [INFO ] [sig       ] Generating forecast for: SIG
[2025-11-20T23:12:46.665250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-11-20T23:12:46.677869] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SIG'.
[2025-11-20T23:12:46.678327] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-11-20T23:12:46.679189] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-11-20T23:12:46.679260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:46.679306] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:46.679345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:46.679416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:46.746656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:46.747529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:46.747639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:46.747708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:46.852527] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:46.852738] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:46.852795] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:46.852831] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:46.856316] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=28.37%)
[2025-11-20T23:12:46.856611] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-11-20T23:12:46.856780] [INFO ] [sig       ] SIG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:47.000127] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SIG.txt
[2025-11-20T23:12:47.000307] [INFO ] [sig       ] [956/1341] Completed SIG in 0.3s | 2.71 sym/s | Total: 5.9m | ETA: 2.4m
[2025-11-20T23:12:47.000364] [INFO ] [sig       ] [957/1341] Forecasting SII...
[2025-11-20T23:12:47.000442] [INFO ] [sig       ] Generating forecast for: SII
[2025-11-20T23:12:47.000481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-11-20T23:12:47.012462] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SII'.
[2025-11-20T23:12:47.012836] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-11-20T23:12:47.013620] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-11-20T23:12:47.013716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:47.013763] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:47.013803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:47.013873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:47.083271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:47.084213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:47.084315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:47.084365] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:47.205468] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:47.205656] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:47.205717] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:47.205776] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:47.209261] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: UP (p=60.65%)
[2025-11-20T23:12:47.209552] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-11-20T23:12:47.209718] [INFO ] [sig       ] SII: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:47.355713] [INFO ] [LOCAL     ] Saved forecast: SII	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SII.txt
[2025-11-20T23:12:47.355890] [INFO ] [sig       ] [957/1341] Completed SII in 0.4s | 2.71 sym/s | Total: 5.9m | ETA: 2.4m
[2025-11-20T23:12:47.355946] [INFO ] [sig       ] [958/1341] Forecasting SITC...
[2025-11-20T23:12:47.355990] [INFO ] [sig       ] Generating forecast for: SITC
[2025-11-20T23:12:47.356063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-11-20T23:12:47.368382] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SITC'.
[2025-11-20T23:12:47.368752] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-11-20T23:12:47.369565] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-11-20T23:12:47.369639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:47.369713] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:47.369756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:47.369825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:47.437909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:47.438693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:47.438808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:47.438857] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:47.563299] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:47.563528] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:47.563593] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:47.563663] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:47.567401] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=53.73%)
[2025-11-20T23:12:47.567748] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-11-20T23:12:47.567933] [INFO ] [sig       ] SITC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:47.708598] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SITC.txt
[2025-11-20T23:12:47.708803] [INFO ] [sig       ] [958/1341] Completed SITC in 0.4s | 2.71 sym/s | Total: 5.9m | ETA: 2.4m
[2025-11-20T23:12:47.708869] [INFO ] [sig       ] [959/1341] Forecasting SITE...
[2025-11-20T23:12:47.708912] [INFO ] [sig       ] Generating forecast for: SITE
[2025-11-20T23:12:47.708978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-11-20T23:12:47.721222] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SITE'.
[2025-11-20T23:12:47.721568] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-11-20T23:12:47.722364] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-11-20T23:12:47.722434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:47.722479] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:47.722520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:47.722588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:47.789529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:47.790272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:47.790368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:47.790415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:47.899618] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:47.899812] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:47.899859] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:47.899891] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:47.903378] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=15.18%)
[2025-11-20T23:12:47.903696] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-11-20T23:12:47.903856] [INFO ] [sig       ] SITE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:48.044384] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SITE.txt
[2025-11-20T23:12:48.044598] [INFO ] [sig       ] [959/1341] Completed SITE in 0.3s | 2.71 sym/s | Total: 5.9m | ETA: 2.3m
[2025-11-20T23:12:48.044684] [INFO ] [sig       ] [960/1341] Forecasting SJM...
[2025-11-20T23:12:48.044756] [INFO ] [sig       ] Generating forecast for: SJM
[2025-11-20T23:12:48.044813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-11-20T23:12:48.057570] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SJM'.
[2025-11-20T23:12:48.057994] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-11-20T23:12:48.058822] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-11-20T23:12:48.058892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:48.058938] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:48.058979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:48.059053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:48.125295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:48.125970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:48.126067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:48.126114] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:48.244383] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:48.244558] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:48.244604] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:48.244655] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:48.248163] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=40.74%)
[2025-11-20T23:12:48.248633] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-11-20T23:12:48.248872] [INFO ] [sig       ] SJM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:48.388178] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SJM.txt
[2025-11-20T23:12:48.388330] [INFO ] [sig       ] [960/1341] Completed SJM in 0.3s | 2.71 sym/s | Total: 5.9m | ETA: 2.3m
[2025-11-20T23:12:48.388384] [INFO ] [sig       ] [961/1341] Forecasting SJT...
[2025-11-20T23:12:48.388431] [INFO ] [sig       ] Generating forecast for: SJT
[2025-11-20T23:12:48.388472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJT' from 'https://tdm.silogroup.org/data/derivative_storage/SJT.csv'.
[2025-11-20T23:12:48.400891] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SJT'.
[2025-11-20T23:12:48.401270] [INFO ] [FORECASTER] Starting predict_future for SJT
[2025-11-20T23:12:48.402086] [DEBUG] [LOCAL     ] No optimal features file found for SJT: ./output/feature-sets/SJT.txt
[2025-11-20T23:12:48.402156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:48.402202] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:48.402244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:48.402312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:48.469613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:48.470292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:48.470390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:48.470436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:48.571606] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:48.571799] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:48.571845] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:48.571878] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:48.575264] [DEBUG] [FORECASTER] SJT: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-11-20T23:12:48.575557] [INFO ] [FORECASTER] Completed predict_future for SJT
[2025-11-20T23:12:48.575729] [INFO ] [sig       ] SJT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:48.740349] [INFO ] [LOCAL     ] Saved forecast: SJT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SJT.txt
[2025-11-20T23:12:48.740698] [INFO ] [sig       ] [961/1341] Completed SJT in 0.4s | 2.71 sym/s | Total: 5.9m | ETA: 2.3m
[2025-11-20T23:12:48.740786] [INFO ] [sig       ] [962/1341] Forecasting SKE...
[2025-11-20T23:12:48.740846] [INFO ] [sig       ] Generating forecast for: SKE
[2025-11-20T23:12:48.740900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-11-20T23:12:48.756630] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SKE'.
[2025-11-20T23:12:48.757200] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-11-20T23:12:48.758294] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-11-20T23:12:48.758383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:48.758449] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:48.758509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:48.758613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:48.831416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:48.832364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:48.832469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:48.832512] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:48.935812] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:48.936015] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:48.936063] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:48.936097] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:48.939604] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=93.37%)
[2025-11-20T23:12:48.939942] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-11-20T23:12:48.940094] [INFO ] [sig       ] SKE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:49.081979] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SKE.txt
[2025-11-20T23:12:49.082148] [INFO ] [sig       ] [962/1341] Completed SKE in 0.3s | 2.72 sym/s | Total: 5.9m | ETA: 2.3m
[2025-11-20T23:12:49.082204] [INFO ] [sig       ] [963/1341] Forecasting SKIL...
[2025-11-20T23:12:49.082250] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-11-20T23:12:49.082312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-11-20T23:12:49.093667] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SKIL'.
[2025-11-20T23:12:49.094095] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-11-20T23:12:49.094927] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-11-20T23:12:49.094999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:49.095043] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:49.095087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:49.095155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:49.162484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:49.163282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:49.163379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:49.163423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:49.270315] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:49.270480] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:49.270524] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:49.270558] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:49.274063] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=3.47%)
[2025-11-20T23:12:49.274362] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-11-20T23:12:49.274510] [INFO ] [sig       ] SKIL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:49.414591] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SKIL.txt
[2025-11-20T23:12:49.414756] [INFO ] [sig       ] [963/1341] Completed SKIL in 0.3s | 2.72 sym/s | Total: 5.9m | ETA: 2.3m
[2025-11-20T23:12:49.414812] [INFO ] [sig       ] [964/1341] Forecasting SKLZ...
[2025-11-20T23:12:49.414855] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-11-20T23:12:49.414894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-11-20T23:12:49.426174] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SKLZ'.
[2025-11-20T23:12:49.426487] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-11-20T23:12:49.427316] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-11-20T23:12:49.427386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:49.427430] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:49.427470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:49.427540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:49.497614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:49.498407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:49.498502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:49.498548] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:49.598238] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:49.598409] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:49.598456] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:49.598489] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:49.602032] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: UP (p=73.33%)
[2025-11-20T23:12:49.602339] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-11-20T23:12:49.602477] [INFO ] [sig       ] SKLZ: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:49.744212] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SKLZ.txt
[2025-11-20T23:12:49.744396] [INFO ] [sig       ] [964/1341] Completed SKLZ in 0.3s | 2.72 sym/s | Total: 5.9m | ETA: 2.3m
[2025-11-20T23:12:49.744450] [INFO ] [sig       ] [965/1341] Forecasting SKM...
[2025-11-20T23:12:49.744494] [INFO ] [sig       ] Generating forecast for: SKM
[2025-11-20T23:12:49.744535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-11-20T23:12:49.755979] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SKM'.
[2025-11-20T23:12:49.756308] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-11-20T23:12:49.757192] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-11-20T23:12:49.757264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:49.757310] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:49.757352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:49.757421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:49.824599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:49.825298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:49.825401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:49.825450] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:49.931668] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:49.931831] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:49.931875] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:49.931908] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:49.935304] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=88.93%)
[2025-11-20T23:12:49.935629] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-11-20T23:12:49.935811] [INFO ] [sig       ] SKM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:50.075151] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SKM.txt
[2025-11-20T23:12:50.075301] [INFO ] [sig       ] [965/1341] Completed SKM in 0.3s | 2.72 sym/s | Total: 5.9m | ETA: 2.3m
[2025-11-20T23:12:50.075354] [INFO ] [sig       ] [966/1341] Forecasting SKT...
[2025-11-20T23:12:50.075397] [INFO ] [sig       ] Generating forecast for: SKT
[2025-11-20T23:12:50.075462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKT' from 'https://tdm.silogroup.org/data/derivative_storage/SKT.csv'.
[2025-11-20T23:12:50.087334] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SKT'.
[2025-11-20T23:12:50.087778] [INFO ] [FORECASTER] Starting predict_future for SKT
[2025-11-20T23:12:50.088587] [DEBUG] [LOCAL     ] No optimal features file found for SKT: ./output/feature-sets/SKT.txt
[2025-11-20T23:12:50.088679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:50.088732] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:50.088774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:50.088842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:50.158324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:50.159551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:50.159693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:50.159748] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:50.282675] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:50.282902] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:50.282954] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:50.282990] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:50.286771] [DEBUG] [FORECASTER] SKT: Forecast T+1@11:T+2@11: DOWN (p=24.19%)
[2025-11-20T23:12:50.287114] [INFO ] [FORECASTER] Completed predict_future for SKT
[2025-11-20T23:12:50.287268] [INFO ] [sig       ] SKT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:50.433947] [INFO ] [LOCAL     ] Saved forecast: SKT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SKT.txt
[2025-11-20T23:12:50.434161] [INFO ] [sig       ] [966/1341] Completed SKT in 0.4s | 2.72 sym/s | Total: 5.9m | ETA: 2.3m
[2025-11-20T23:12:50.434245] [INFO ] [sig       ] [967/1341] Forecasting SKY...
[2025-11-20T23:12:50.434332] [INFO ] [sig       ] Generating forecast for: SKY
[2025-11-20T23:12:50.434406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-11-20T23:12:50.446766] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SKY'.
[2025-11-20T23:12:50.447176] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-11-20T23:12:50.448047] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-11-20T23:12:50.448139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:50.448186] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:50.448225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:50.448294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:50.515768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:50.516453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:50.516554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:50.516601] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:50.618686] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:50.618877] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:50.618938] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:50.618973] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:50.622569] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=96.04%)
[2025-11-20T23:12:50.622907] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-11-20T23:12:50.623065] [INFO ] [sig       ] SKY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:50.763826] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SKY.txt
[2025-11-20T23:12:50.764322] [INFO ] [sig       ] [967/1341] Completed SKY in 0.3s | 2.72 sym/s | Total: 5.9m | ETA: 2.3m
[2025-11-20T23:12:50.764381] [INFO ] [sig       ] [968/1341] Forecasting SKYH...
[2025-11-20T23:12:50.764425] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-11-20T23:12:50.764465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-11-20T23:12:50.777024] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SKYH'.
[2025-11-20T23:12:50.777417] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-11-20T23:12:50.778281] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-11-20T23:12:50.778352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:50.778397] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:50.778436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:50.778504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:50.844387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:50.845122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:50.845222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:50.845268] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:50.953203] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:50.953425] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:50.953476] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:50.953510] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:50.957351] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=2.93%)
[2025-11-20T23:12:50.957727] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-11-20T23:12:50.957956] [INFO ] [sig       ] SKYH: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:51.098487] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SKYH.txt
[2025-11-20T23:12:51.098682] [INFO ] [sig       ] [968/1341] Completed SKYH in 0.3s | 2.72 sym/s | Total: 5.9m | ETA: 2.3m
[2025-11-20T23:12:51.098767] [INFO ] [sig       ] [969/1341] Forecasting SLB...
[2025-11-20T23:12:51.098816] [INFO ] [sig       ] Generating forecast for: SLB
[2025-11-20T23:12:51.098856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-11-20T23:12:51.111131] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SLB'.
[2025-11-20T23:12:51.111555] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-11-20T23:12:51.112374] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-11-20T23:12:51.112444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:51.112489] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:51.112528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:51.112596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:51.181620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:51.182882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:51.182994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:51.183043] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:51.307758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:51.308045] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:51.308109] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:51.308154] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:51.312032] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=99.46%)
[2025-11-20T23:12:51.312386] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-11-20T23:12:51.312568] [INFO ] [sig       ] SLB: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:51.455611] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SLB.txt
[2025-11-20T23:12:51.455841] [INFO ] [sig       ] [969/1341] Completed SLB in 0.4s | 2.72 sym/s | Total: 5.9m | ETA: 2.3m
[2025-11-20T23:12:51.455903] [INFO ] [sig       ] [970/1341] Forecasting SLG...
[2025-11-20T23:12:51.455947] [INFO ] [sig       ] Generating forecast for: SLG
[2025-11-20T23:12:51.455993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-11-20T23:12:51.470314] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SLG'.
[2025-11-20T23:12:51.470857] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-11-20T23:12:51.471759] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-11-20T23:12:51.471849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:51.471904] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:51.471948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:51.472022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:51.542392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:51.543692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:51.543818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:51.543870] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:51.660748] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:51.660965] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:51.661016] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:51.661049] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:51.664962] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: UP (p=51.94%)
[2025-11-20T23:12:51.665318] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-11-20T23:12:51.665509] [INFO ] [sig       ] SLG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:51.807033] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SLG.txt
[2025-11-20T23:12:51.807204] [INFO ] [sig       ] [970/1341] Completed SLG in 0.4s | 2.72 sym/s | Total: 6.0m | ETA: 2.3m
[2025-11-20T23:12:51.807268] [INFO ] [sig       ] [971/1341] Forecasting SLQT...
[2025-11-20T23:12:51.807313] [INFO ] [sig       ] Generating forecast for: SLQT
[2025-11-20T23:12:51.807356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQT' from 'https://tdm.silogroup.org/data/derivative_storage/SLQT.csv'.
[2025-11-20T23:12:51.819450] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SLQT'.
[2025-11-20T23:12:51.819816] [INFO ] [FORECASTER] Starting predict_future for SLQT
[2025-11-20T23:12:51.820625] [DEBUG] [LOCAL     ] No optimal features file found for SLQT: ./output/feature-sets/SLQT.txt
[2025-11-20T23:12:51.820715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:51.820762] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:51.820802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:51.820870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:51.888483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:51.889165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:51.889263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:51.889309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:52.012452] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:52.012657] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:52.012731] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:52.012778] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:52.016735] [DEBUG] [FORECASTER] SLQT: Forecast T+1@11:T+2@11: DOWN (p=16.71%)
[2025-11-20T23:12:52.017100] [INFO ] [FORECASTER] Completed predict_future for SLQT
[2025-11-20T23:12:52.017264] [INFO ] [sig       ] SLQT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:52.156345] [INFO ] [LOCAL     ] Saved forecast: SLQT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SLQT.txt
[2025-11-20T23:12:52.156500] [INFO ] [sig       ] [971/1341] Completed SLQT in 0.3s | 2.72 sym/s | Total: 6.0m | ETA: 2.3m
[2025-11-20T23:12:52.156555] [INFO ] [sig       ] [972/1341] Forecasting SLVM...
[2025-11-20T23:12:52.156598] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-11-20T23:12:52.156658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-11-20T23:12:52.168108] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SLVM'.
[2025-11-20T23:12:52.168451] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-11-20T23:12:52.169276] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-11-20T23:12:52.169346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:52.169392] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:52.169433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:52.169506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:52.236556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:52.237523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:52.237627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:52.237700] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:52.363817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:52.363998] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:52.364046] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:52.364080] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:52.367748] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: UP (p=78.31%)
[2025-11-20T23:12:52.368068] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-11-20T23:12:52.368245] [INFO ] [sig       ] SLVM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:52.508904] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SLVM.txt
[2025-11-20T23:12:52.509090] [INFO ] [sig       ] [972/1341] Completed SLVM in 0.4s | 2.72 sym/s | Total: 6.0m | ETA: 2.3m
[2025-11-20T23:12:52.509187] [INFO ] [sig       ] [973/1341] Forecasting SM...
[2025-11-20T23:12:52.509240] [INFO ] [sig       ] Generating forecast for: SM
[2025-11-20T23:12:52.509286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-11-20T23:12:52.521100] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SM'.
[2025-11-20T23:12:52.521484] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-11-20T23:12:52.522318] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-11-20T23:12:52.522391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:52.522439] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:52.522481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:52.522555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:52.591612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:52.592370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:52.592474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:52.592523] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:52.721103] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:52.721282] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:52.721328] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:52.721360] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:52.724919] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: DOWN (p=36.66%)
[2025-11-20T23:12:52.725239] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-11-20T23:12:52.725399] [INFO ] [sig       ] SM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:52.865216] [INFO ] [LOCAL     ] Saved forecast: SM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SM.txt
[2025-11-20T23:12:52.865373] [INFO ] [sig       ] [973/1341] Completed SM in 0.4s | 2.72 sym/s | Total: 6.0m | ETA: 2.3m
[2025-11-20T23:12:52.865428] [INFO ] [sig       ] [974/1341] Forecasting SMBK...
[2025-11-20T23:12:52.865471] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-11-20T23:12:52.865511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-11-20T23:12:52.877174] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SMBK'.
[2025-11-20T23:12:52.877612] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-11-20T23:12:52.878504] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-11-20T23:12:52.878577] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:52.878624] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:52.878692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:52.878773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:52.945418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:52.946165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:52.946262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:52.946309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:53.063579] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:53.063815] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:53.063872] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:53.063932] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:53.067498] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=92.66%)
[2025-11-20T23:12:53.067831] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-11-20T23:12:53.067987] [INFO ] [sig       ] SMBK: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:53.210045] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SMBK.txt
[2025-11-20T23:12:53.210224] [INFO ] [sig       ] [974/1341] Completed SMBK in 0.3s | 2.72 sym/s | Total: 6.0m | ETA: 2.3m
[2025-11-20T23:12:53.210280] [INFO ] [sig       ] [975/1341] Forecasting SMFG...
[2025-11-20T23:12:53.210347] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-11-20T23:12:53.210399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-11-20T23:12:53.222269] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SMFG'.
[2025-11-20T23:12:53.222677] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-11-20T23:12:53.223495] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-11-20T23:12:53.223564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:53.223609] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:53.223666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:53.223738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:53.290182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:53.290983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:53.291084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:53.291130] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:53.410306] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:53.410498] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:53.410549] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:53.410582] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:53.414149] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=18.00%)
[2025-11-20T23:12:53.414453] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-11-20T23:12:53.414597] [INFO ] [sig       ] SMFG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:53.555191] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SMFG.txt
[2025-11-20T23:12:53.555366] [INFO ] [sig       ] [975/1341] Completed SMFG in 0.3s | 2.72 sym/s | Total: 6.0m | ETA: 2.2m
[2025-11-20T23:12:53.555420] [INFO ] [sig       ] [976/1341] Forecasting SMG...
[2025-11-20T23:12:53.555462] [INFO ] [sig       ] Generating forecast for: SMG
[2025-11-20T23:12:53.555505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMG' from 'https://tdm.silogroup.org/data/derivative_storage/SMG.csv'.
[2025-11-20T23:12:53.567078] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SMG'.
[2025-11-20T23:12:53.567453] [INFO ] [FORECASTER] Starting predict_future for SMG
[2025-11-20T23:12:53.568291] [DEBUG] [LOCAL     ] No optimal features file found for SMG: ./output/feature-sets/SMG.txt
[2025-11-20T23:12:53.568361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:53.568407] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:53.568446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:53.568514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:53.635289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:53.636039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:53.636156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:53.636203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:53.761381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:53.761561] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:53.761607] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:53.761658] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:53.765179] [DEBUG] [FORECASTER] SMG: Forecast T+1@11:T+2@11: UP (p=50.85%)
[2025-11-20T23:12:53.765628] [INFO ] [FORECASTER] Completed predict_future for SMG
[2025-11-20T23:12:53.765874] [INFO ] [sig       ] SMG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:53.908687] [INFO ] [LOCAL     ] Saved forecast: SMG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SMG.txt
[2025-11-20T23:12:53.908865] [INFO ] [sig       ] [976/1341] Completed SMG in 0.4s | 2.72 sym/s | Total: 6.0m | ETA: 2.2m
[2025-11-20T23:12:53.908919] [INFO ] [sig       ] [977/1341] Forecasting SMHI...
[2025-11-20T23:12:53.908963] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-11-20T23:12:53.909027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-11-20T23:12:53.920270] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SMHI'.
[2025-11-20T23:12:53.920606] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-11-20T23:12:53.921410] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-11-20T23:12:53.921480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:53.921525] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:53.921564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:53.921632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:53.987484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:53.988158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:53.988255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:53.988301] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:54.090759] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:54.090932] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:54.090979] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:54.091013] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:54.094443] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=13.14%)
[2025-11-20T23:12:54.094774] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-11-20T23:12:54.094950] [INFO ] [sig       ] SMHI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:54.242089] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SMHI.txt
[2025-11-20T23:12:54.242348] [INFO ] [sig       ] [977/1341] Completed SMHI in 0.3s | 2.72 sym/s | Total: 6.0m | ETA: 2.2m
[2025-11-20T23:12:54.242413] [INFO ] [sig       ] [978/1341] Forecasting SMRT...
[2025-11-20T23:12:54.242460] [INFO ] [sig       ] Generating forecast for: SMRT
[2025-11-20T23:12:54.242507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMRT' from 'https://tdm.silogroup.org/data/derivative_storage/SMRT.csv'.
[2025-11-20T23:12:54.255551] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SMRT'.
[2025-11-20T23:12:54.255992] [INFO ] [FORECASTER] Starting predict_future for SMRT
[2025-11-20T23:12:54.256933] [DEBUG] [LOCAL     ] No optimal features file found for SMRT: ./output/feature-sets/SMRT.txt
[2025-11-20T23:12:54.257006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:54.257053] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:54.257109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:54.257198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:54.327775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:54.328605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:54.328734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:54.328792] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:54.437328] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:54.437539] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:54.437588] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:54.437622] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:54.441426] [DEBUG] [FORECASTER] SMRT: Forecast T+1@11:T+2@11: DOWN (p=14.24%)
[2025-11-20T23:12:54.441770] [INFO ] [FORECASTER] Completed predict_future for SMRT
[2025-11-20T23:12:54.441931] [INFO ] [sig       ] SMRT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:54.588305] [INFO ] [LOCAL     ] Saved forecast: SMRT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SMRT.txt
[2025-11-20T23:12:54.588821] [INFO ] [sig       ] [978/1341] Completed SMRT in 0.3s | 2.72 sym/s | Total: 6.0m | ETA: 2.2m
[2025-11-20T23:12:54.588888] [INFO ] [sig       ] [979/1341] Forecasting SMWB...
[2025-11-20T23:12:54.588937] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-11-20T23:12:54.588983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-11-20T23:12:54.601631] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SMWB'.
[2025-11-20T23:12:54.602140] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-11-20T23:12:54.603007] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-11-20T23:12:54.603078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:54.603136] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:54.603207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:54.603284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:54.669615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:54.670325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:54.670428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:54.670487] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:54.789785] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:54.789970] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:54.790018] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:54.790050] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:54.793687] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=41.91%)
[2025-11-20T23:12:54.793997] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-11-20T23:12:54.794161] [INFO ] [sig       ] SMWB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:54.934613] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SMWB.txt
[2025-11-20T23:12:54.934812] [INFO ] [sig       ] [979/1341] Completed SMWB in 0.3s | 2.72 sym/s | Total: 6.0m | ETA: 2.2m
[2025-11-20T23:12:54.934872] [INFO ] [sig       ] [980/1341] Forecasting SN...
[2025-11-20T23:12:54.935016] [INFO ] [sig       ] Generating forecast for: SN
[2025-11-20T23:12:54.935064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-11-20T23:12:54.947150] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SN'.
[2025-11-20T23:12:54.947517] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-11-20T23:12:54.948387] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-11-20T23:12:54.948458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:54.948514] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:54.948556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:54.948712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:55.015322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:55.016347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:55.016458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:55.016518] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:55.143277] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:55.143487] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:55.143539] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:55.143573] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:55.147293] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2025-11-20T23:12:55.147605] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-11-20T23:12:55.147792] [INFO ] [sig       ] SN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:55.287832] [INFO ] [LOCAL     ] Saved forecast: SN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SN.txt
[2025-11-20T23:12:55.288000] [INFO ] [sig       ] [980/1341] Completed SN in 0.4s | 2.72 sym/s | Total: 6.0m | ETA: 2.2m
[2025-11-20T23:12:55.288055] [INFO ] [sig       ] [981/1341] Forecasting SNA...
[2025-11-20T23:12:55.288098] [INFO ] [sig       ] Generating forecast for: SNA
[2025-11-20T23:12:55.288140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-11-20T23:12:55.299766] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SNA'.
[2025-11-20T23:12:55.300127] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-11-20T23:12:55.300973] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-11-20T23:12:55.301044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:55.301091] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:55.301137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:55.301206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:55.369829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:55.371681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:55.371829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:55.371881] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:55.498700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:55.498931] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:55.498985] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:55.499018] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:55.502978] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: UP (p=73.28%)
[2025-11-20T23:12:55.503321] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-11-20T23:12:55.503509] [INFO ] [sig       ] SNA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:55.648066] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SNA.txt
[2025-11-20T23:12:55.648348] [INFO ] [sig       ] [981/1341] Completed SNA in 0.4s | 2.72 sym/s | Total: 6.0m | ETA: 2.2m
[2025-11-20T23:12:55.648435] [INFO ] [sig       ] [982/1341] Forecasting SNAP...
[2025-11-20T23:12:55.648489] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-11-20T23:12:55.648546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-11-20T23:12:55.663202] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SNAP'.
[2025-11-20T23:12:55.663731] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-11-20T23:12:55.664744] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-11-20T23:12:55.664821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:55.664873] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:55.664918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:55.664992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:55.735485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:55.736607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:55.736749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:55.736802] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:55.865131] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:55.865380] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:55.865431] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:55.865466] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:55.869374] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: DOWN (p=35.83%)
[2025-11-20T23:12:55.869734] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-11-20T23:12:55.869910] [INFO ] [sig       ] SNAP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:56.014511] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SNAP.txt
[2025-11-20T23:12:56.014981] [INFO ] [sig       ] [982/1341] Completed SNAP in 0.4s | 2.72 sym/s | Total: 6.0m | ETA: 2.2m
[2025-11-20T23:12:56.015059] [INFO ] [sig       ] [983/1341] Forecasting SNDR...
[2025-11-20T23:12:56.015113] [INFO ] [sig       ] Generating forecast for: SNDR
[2025-11-20T23:12:56.015160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDR' from 'https://tdm.silogroup.org/data/derivative_storage/SNDR.csv'.
[2025-11-20T23:12:56.029840] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SNDR'.
[2025-11-20T23:12:56.030420] [INFO ] [FORECASTER] Starting predict_future for SNDR
[2025-11-20T23:12:56.031390] [DEBUG] [LOCAL     ] No optimal features file found for SNDR: ./output/feature-sets/SNDR.txt
[2025-11-20T23:12:56.031464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:56.031514] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:56.031558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:56.031632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:56.102358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:56.103590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:56.103728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:56.103780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:56.232406] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:56.232679] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:56.232763] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:56.232810] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:56.236714] [DEBUG] [FORECASTER] SNDR: Forecast T+1@11:T+2@11: DOWN (p=18.06%)
[2025-11-20T23:12:56.237092] [INFO ] [FORECASTER] Completed predict_future for SNDR
[2025-11-20T23:12:56.237270] [INFO ] [sig       ] SNDR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:56.381709] [INFO ] [LOCAL     ] Saved forecast: SNDR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SNDR.txt
[2025-11-20T23:12:56.381973] [INFO ] [sig       ] [983/1341] Completed SNDR in 0.4s | 2.72 sym/s | Total: 6.0m | ETA: 2.2m
[2025-11-20T23:12:56.382057] [INFO ] [sig       ] [984/1341] Forecasting SNN...
[2025-11-20T23:12:56.382103] [INFO ] [sig       ] Generating forecast for: SNN
[2025-11-20T23:12:56.382146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-11-20T23:12:56.395492] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SNN'.
[2025-11-20T23:12:56.396143] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-11-20T23:12:56.397956] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-11-20T23:12:56.398175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:56.398226] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:56.398270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:56.398365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:56.469339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:56.470451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:56.470568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:56.470622] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:56.596525] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:56.596826] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:56.596931] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:56.596982] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:56.601223] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=85.14%)
[2025-11-20T23:12:56.601664] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-11-20T23:12:56.601889] [INFO ] [sig       ] SNN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:56.749610] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SNN.txt
[2025-11-20T23:12:56.749868] [INFO ] [sig       ] [984/1341] Completed SNN in 0.4s | 2.72 sym/s | Total: 6.0m | ETA: 2.2m
[2025-11-20T23:12:56.749932] [INFO ] [sig       ] [985/1341] Forecasting SNV...
[2025-11-20T23:12:56.749970] [INFO ] [sig       ] Generating forecast for: SNV
[2025-11-20T23:12:56.750017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNV' from 'https://tdm.silogroup.org/data/derivative_storage/SNV.csv'.
[2025-11-20T23:12:56.763324] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SNV'.
[2025-11-20T23:12:56.763896] [INFO ] [FORECASTER] Starting predict_future for SNV
[2025-11-20T23:12:56.764887] [DEBUG] [LOCAL     ] No optimal features file found for SNV: ./output/feature-sets/SNV.txt
[2025-11-20T23:12:56.764962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:56.765012] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:56.765054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:56.765182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:56.834613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:56.835865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:56.836004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:56.836060] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:56.980505] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:56.980823] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:56.981053] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:56.981152] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:56.985427] [DEBUG] [FORECASTER] SNV: Forecast T+1@11:T+2@11: UP (p=54.83%)
[2025-11-20T23:12:56.985887] [INFO ] [FORECASTER] Completed predict_future for SNV
[2025-11-20T23:12:56.986081] [INFO ] [sig       ] SNV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:57.130487] [INFO ] [LOCAL     ] Saved forecast: SNV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SNV.txt
[2025-11-20T23:12:57.130749] [INFO ] [sig       ] [985/1341] Completed SNV in 0.4s | 2.72 sym/s | Total: 6.0m | ETA: 2.2m
[2025-11-20T23:12:57.130837] [INFO ] [sig       ] [986/1341] Forecasting SNX...
[2025-11-20T23:12:57.130915] [INFO ] [sig       ] Generating forecast for: SNX
[2025-11-20T23:12:57.130963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-11-20T23:12:57.144626] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SNX'.
[2025-11-20T23:12:57.145368] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-11-20T23:12:57.146336] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-11-20T23:12:57.146414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:57.146468] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:57.146512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:57.146587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:57.217508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:57.218671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:57.218783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:57.218834] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:57.353469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:57.353750] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:57.353835] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:57.353884] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:57.358064] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: UP (p=59.73%)
[2025-11-20T23:12:57.358420] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-11-20T23:12:57.358588] [INFO ] [sig       ] SNX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:57.503566] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SNX.txt
[2025-11-20T23:12:57.503846] [INFO ] [sig       ] [986/1341] Completed SNX in 0.4s | 2.72 sym/s | Total: 6.0m | ETA: 2.2m
[2025-11-20T23:12:57.503913] [INFO ] [sig       ] [987/1341] Forecasting SO...
[2025-11-20T23:12:57.503956] [INFO ] [sig       ] Generating forecast for: SO
[2025-11-20T23:12:57.503999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-11-20T23:12:57.517003] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SO'.
[2025-11-20T23:12:57.517486] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-11-20T23:12:57.518413] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-11-20T23:12:57.518488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:57.518538] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:57.518581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:57.518676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:57.588154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:57.589327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:57.589440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:57.589492] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:57.728633] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:57.729009] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:57.729061] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:57.729096] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:57.732934] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-11-20T23:12:57.733266] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-11-20T23:12:57.733468] [INFO ] [sig       ] SO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:57.877737] [INFO ] [LOCAL     ] Saved forecast: SO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SO.txt
[2025-11-20T23:12:57.877958] [INFO ] [sig       ] [987/1341] Completed SO in 0.4s | 2.72 sym/s | Total: 6.1m | ETA: 2.2m
[2025-11-20T23:12:57.878065] [INFO ] [sig       ] [988/1341] Forecasting SOJC...
[2025-11-20T23:12:57.878117] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-11-20T23:12:57.878162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-11-20T23:12:57.889755] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SOJC'.
[2025-11-20T23:12:57.890188] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-11-20T23:12:57.891013] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-11-20T23:12:57.891086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:57.891132] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:57.891174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:57.891244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:57.958566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:57.959487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:57.959592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:57.959673] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:58.081590] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:58.081791] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:58.081848] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:58.081883] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:58.085355] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=51.93%)
[2025-11-20T23:12:58.085673] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-11-20T23:12:58.085863] [INFO ] [sig       ] SOJC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:58.226024] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SOJC.txt
[2025-11-20T23:12:58.226183] [INFO ] [sig       ] [988/1341] Completed SOJC in 0.3s | 2.72 sym/s | Total: 6.1m | ETA: 2.2m
[2025-11-20T23:12:58.226236] [INFO ] [sig       ] [989/1341] Forecasting SOJD...
[2025-11-20T23:12:58.226281] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-11-20T23:12:58.226347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-11-20T23:12:58.238316] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SOJD'.
[2025-11-20T23:12:58.238663] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-11-20T23:12:58.239484] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-11-20T23:12:58.239556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:58.239605] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:58.239677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:58.239752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:58.306919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:58.307606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:58.307726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:58.307776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:58.428304] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:58.428493] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:58.428539] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:58.428572] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:58.432080] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: UP (p=56.00%)
[2025-11-20T23:12:58.432391] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-11-20T23:12:58.432545] [INFO ] [sig       ] SOJD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:58.572901] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SOJD.txt
[2025-11-20T23:12:58.573071] [INFO ] [sig       ] [989/1341] Completed SOJD in 0.3s | 2.72 sym/s | Total: 6.1m | ETA: 2.2m
[2025-11-20T23:12:58.573128] [INFO ] [sig       ] [990/1341] Forecasting SOJE...
[2025-11-20T23:12:58.573180] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-11-20T23:12:58.573257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-11-20T23:12:58.585546] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SOJE'.
[2025-11-20T23:12:58.585931] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-11-20T23:12:58.586729] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-11-20T23:12:58.586799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:58.586845] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:58.586909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:58.586987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:58.653515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:58.654255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:58.654355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:58.654402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:58.772497] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:58.772700] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:58.772778] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:58.772823] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:58.776306] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=4.81%)
[2025-11-20T23:12:58.776816] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-11-20T23:12:58.777076] [INFO ] [sig       ] SOJE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:58.917607] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SOJE.txt
[2025-11-20T23:12:58.917787] [INFO ] [sig       ] [990/1341] Completed SOJE in 0.3s | 2.72 sym/s | Total: 6.1m | ETA: 2.2m
[2025-11-20T23:12:58.917844] [INFO ] [sig       ] [991/1341] Forecasting SOL...
[2025-11-20T23:12:58.917913] [INFO ] [sig       ] Generating forecast for: SOL
[2025-11-20T23:12:58.917960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'.
[2025-11-20T23:12:58.930081] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SOL'.
[2025-11-20T23:12:58.930409] [INFO ] [FORECASTER] Starting predict_future for SOL
[2025-11-20T23:12:58.931214] [DEBUG] [LOCAL     ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt
[2025-11-20T23:12:58.931286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:58.931345] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:58.931387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:58.931451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:58.999099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:58.999932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:59.000031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:59.000079] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:59.123907] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:59.124207] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:59.124256] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:59.124289] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:59.127965] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: DOWN (p=47.72%)
[2025-11-20T23:12:59.128287] [INFO ] [FORECASTER] Completed predict_future for SOL
[2025-11-20T23:12:59.128446] [INFO ] [sig       ] SOL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:59.273511] [INFO ] [LOCAL     ] Saved forecast: SOL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SOL.txt
[2025-11-20T23:12:59.273706] [INFO ] [sig       ] [991/1341] Completed SOL in 0.4s | 2.72 sym/s | Total: 6.1m | ETA: 2.1m
[2025-11-20T23:12:59.273763] [INFO ] [sig       ] [992/1341] Forecasting SON...
[2025-11-20T23:12:59.273893] [INFO ] [sig       ] Generating forecast for: SON
[2025-11-20T23:12:59.273981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-11-20T23:12:59.285945] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SON'.
[2025-11-20T23:12:59.286289] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-11-20T23:12:59.287137] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-11-20T23:12:59.287210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:59.287256] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:59.287298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:59.287368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:59.354814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:59.355780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:59.355886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:59.355933] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:59.488473] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:59.488681] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:59.488737] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:59.488770] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:59.492242] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2025-11-20T23:12:59.492539] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-11-20T23:12:59.492709] [INFO ] [sig       ] SON: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:12:59.632973] [INFO ] [LOCAL     ] Saved forecast: SON	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SON.txt
[2025-11-20T23:12:59.633147] [INFO ] [sig       ] [992/1341] Completed SON in 0.4s | 2.72 sym/s | Total: 6.1m | ETA: 2.1m
[2025-11-20T23:12:59.633227] [INFO ] [sig       ] [993/1341] Forecasting SONY...
[2025-11-20T23:12:59.633291] [INFO ] [sig       ] Generating forecast for: SONY
[2025-11-20T23:12:59.633333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONY' from 'https://tdm.silogroup.org/data/derivative_storage/SONY.csv'.
[2025-11-20T23:12:59.645078] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SONY'.
[2025-11-20T23:12:59.645476] [INFO ] [FORECASTER] Starting predict_future for SONY
[2025-11-20T23:12:59.646285] [DEBUG] [LOCAL     ] No optimal features file found for SONY: ./output/feature-sets/SONY.txt
[2025-11-20T23:12:59.646357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:12:59.646406] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:12:59.646450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:12:59.646520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:12:59.715410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:12:59.716282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:12:59.716387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:12:59.716438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:12:59.845718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:12:59.845910] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:12:59.845957] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:12:59.845998] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:12:59.849531] [DEBUG] [FORECASTER] SONY: Forecast T+1@11:T+2@11: DOWN (p=46.38%)
[2025-11-20T23:12:59.849853] [INFO ] [FORECASTER] Completed predict_future for SONY
[2025-11-20T23:12:59.850014] [INFO ] [sig       ] SONY: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:12:59.995268] [INFO ] [LOCAL     ] Saved forecast: SONY	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SONY.txt
[2025-11-20T23:12:59.995459] [INFO ] [sig       ] [993/1341] Completed SONY in 0.4s | 2.72 sym/s | Total: 6.1m | ETA: 2.1m
[2025-11-20T23:12:59.995514] [INFO ] [sig       ] [994/1341] Forecasting SOR...
[2025-11-20T23:12:59.995549] [INFO ] [sig       ] Generating forecast for: SOR
[2025-11-20T23:12:59.995620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOR' from 'https://tdm.silogroup.org/data/derivative_storage/SOR.csv'.
[2025-11-20T23:13:00.007333] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SOR'.
[2025-11-20T23:13:00.007854] [INFO ] [FORECASTER] Starting predict_future for SOR
[2025-11-20T23:13:00.008710] [DEBUG] [LOCAL     ] No optimal features file found for SOR: ./output/feature-sets/SOR.txt
[2025-11-20T23:13:00.008780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:00.008826] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:00.008870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:00.008941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:00.076705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:00.077668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:00.077769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:00.077817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:00.191533] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:00.191730] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:00.191794] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:00.191840] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:00.195307] [DEBUG] [FORECASTER] SOR: Forecast T+1@11:T+2@11: UP (p=93.98%)
[2025-11-20T23:13:00.195703] [INFO ] [FORECASTER] Completed predict_future for SOR
[2025-11-20T23:13:00.195925] [INFO ] [sig       ] SOR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:00.337871] [INFO ] [LOCAL     ] Saved forecast: SOR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SOR.txt
[2025-11-20T23:13:00.338078] [INFO ] [sig       ] [994/1341] Completed SOR in 0.3s | 2.72 sym/s | Total: 6.1m | ETA: 2.1m
[2025-11-20T23:13:00.338176] [INFO ] [sig       ] [995/1341] Forecasting SOS...
[2025-11-20T23:13:00.338228] [INFO ] [sig       ] Generating forecast for: SOS
[2025-11-20T23:13:00.338276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOS' from 'https://tdm.silogroup.org/data/derivative_storage/SOS.csv'.
[2025-11-20T23:13:00.351584] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SOS'.
[2025-11-20T23:13:00.352113] [INFO ] [FORECASTER] Starting predict_future for SOS
[2025-11-20T23:13:00.353147] [DEBUG] [LOCAL     ] No optimal features file found for SOS: ./output/feature-sets/SOS.txt
[2025-11-20T23:13:00.353222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:00.353272] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:00.353317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:00.353390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:00.423153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:00.424279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:00.424391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:00.424442] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:00.554477] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:00.554750] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:00.554812] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:00.554847] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:00.561342] [DEBUG] [FORECASTER] SOS: Forecast T+1@11:T+2@11: DOWN (p=11.48%)
[2025-11-20T23:13:00.562005] [INFO ] [FORECASTER] Completed predict_future for SOS
[2025-11-20T23:13:00.562278] [INFO ] [sig       ] SOS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:00.722141] [INFO ] [LOCAL     ] Saved forecast: SOS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SOS.txt
[2025-11-20T23:13:00.722361] [INFO ] [sig       ] [995/1341] Completed SOS in 0.4s | 2.72 sym/s | Total: 6.1m | ETA: 2.1m
[2025-11-20T23:13:00.722463] [INFO ] [sig       ] [996/1341] Forecasting SPB...
[2025-11-20T23:13:00.722528] [INFO ] [sig       ] Generating forecast for: SPB
[2025-11-20T23:13:00.722573] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-11-20T23:13:00.734475] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SPB'.
[2025-11-20T23:13:00.735018] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-11-20T23:13:00.735953] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-11-20T23:13:00.736032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:00.736080] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:00.736124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:00.736198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:00.806026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:00.807028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:00.807140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:00.807191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:01.552312] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:01.552547] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:01.552597] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:01.552631] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:01.556228] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: DOWN (p=12.99%)
[2025-11-20T23:13:01.556559] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-11-20T23:13:01.556725] [INFO ] [sig       ] SPB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:01.701414] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SPB.txt
[2025-11-20T23:13:01.702021] [INFO ] [sig       ] [996/1341] Completed SPB in 1.0s | 2.71 sym/s | Total: 6.1m | ETA: 2.1m
[2025-11-20T23:13:01.702085] [INFO ] [sig       ] [997/1341] Forecasting SPCE...
[2025-11-20T23:13:01.702132] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-11-20T23:13:01.702179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-11-20T23:13:01.715452] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SPCE'.
[2025-11-20T23:13:01.715996] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-11-20T23:13:01.716915] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-11-20T23:13:01.716989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:01.717037] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:01.717079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:01.717149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:01.785022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:01.785965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:01.786066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:01.786119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:02.146728] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:02.147035] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:02.147253] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:02.147349] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:02.151397] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=7.32%)
[2025-11-20T23:13:02.151828] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-11-20T23:13:02.152010] [INFO ] [sig       ] SPCE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:02.302574] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SPCE.txt
[2025-11-20T23:13:02.302939] [INFO ] [sig       ] [997/1341] Completed SPCE in 0.6s | 2.71 sym/s | Total: 6.1m | ETA: 2.1m
[2025-11-20T23:13:02.303014] [INFO ] [sig       ] [998/1341] Forecasting SPE...
[2025-11-20T23:13:02.303060] [INFO ] [sig       ] Generating forecast for: SPE
[2025-11-20T23:13:02.303106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-11-20T23:13:02.316981] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SPE'.
[2025-11-20T23:13:02.317500] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-11-20T23:13:02.318453] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-11-20T23:13:02.318566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:02.318619] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:02.318704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:02.318782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:02.390047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:02.391215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:02.391328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:02.391382] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:02.525447] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:02.525731] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:02.525793] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:02.525856] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:02.530582] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=82.25%)
[2025-11-20T23:13:02.530963] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-11-20T23:13:02.531151] [INFO ] [sig       ] SPE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:02.680233] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SPE.txt
[2025-11-20T23:13:02.680553] [INFO ] [sig       ] [998/1341] Completed SPE in 0.4s | 2.71 sym/s | Total: 6.1m | ETA: 2.1m
[2025-11-20T23:13:02.680615] [INFO ] [sig       ] [999/1341] Forecasting SPG...
[2025-11-20T23:13:02.680689] [INFO ] [sig       ] Generating forecast for: SPG
[2025-11-20T23:13:02.680737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-11-20T23:13:02.696307] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SPG'.
[2025-11-20T23:13:02.696853] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-11-20T23:13:02.697869] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-11-20T23:13:02.697942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:02.697993] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:02.698037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:02.698109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:02.768383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:02.769519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:02.769635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:02.769712] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:02.896796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:02.897078] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:02.897139] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:02.897176] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:02.901088] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-11-20T23:13:02.901624] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-11-20T23:13:02.901928] [INFO ] [sig       ] SPG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:03.047389] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SPG.txt
[2025-11-20T23:13:03.047866] [INFO ] [sig       ] [999/1341] Completed SPG in 0.4s | 2.71 sym/s | Total: 6.1m | ETA: 2.1m
[2025-11-20T23:13:03.047989] [INFO ] [sig       ] [1000/1341] Forecasting SPGI...
[2025-11-20T23:13:03.048095] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-11-20T23:13:03.048202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-11-20T23:13:03.061573] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SPGI'.
[2025-11-20T23:13:03.062017] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-11-20T23:13:03.063040] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-11-20T23:13:03.063110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:03.063167] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:03.063210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:03.063311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:03.131173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:03.132221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:03.132333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:03.132423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:03.265323] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:03.266350] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:03.266419] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:03.266553] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:03.270767] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=16.83%)
[2025-11-20T23:13:03.271143] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-11-20T23:13:03.271325] [INFO ] [sig       ] SPGI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:03.414164] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SPGI.txt
[2025-11-20T23:13:03.414407] [INFO ] [sig       ] [1000/1341] Completed SPGI in 0.4s | 2.71 sym/s | Total: 6.1m | ETA: 2.1m
[2025-11-20T23:13:03.414469] [INFO ] [sig       ] [1001/1341] Forecasting SPH...
[2025-11-20T23:13:03.414670] [INFO ] [sig       ] Generating forecast for: SPH
[2025-11-20T23:13:03.414750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-11-20T23:13:03.430410] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SPH'.
[2025-11-20T23:13:03.431029] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-11-20T23:13:03.432067] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-11-20T23:13:03.432146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:03.432198] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:03.432241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:03.432318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:03.503418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:03.504599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:03.504743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:03.504795] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:03.641975] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:03.642254] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:03.642317] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:03.642362] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:03.646249] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=11.45%)
[2025-11-20T23:13:03.646633] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-11-20T23:13:03.646831] [INFO ] [sig       ] SPH: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:03.788526] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SPH.txt
[2025-11-20T23:13:03.788763] [INFO ] [sig       ] [1001/1341] Completed SPH in 0.4s | 2.71 sym/s | Total: 6.2m | ETA: 2.1m
[2025-11-20T23:13:03.788823] [INFO ] [sig       ] [1002/1341] Forecasting SPHR...
[2025-11-20T23:13:03.788869] [INFO ] [sig       ] Generating forecast for: SPHR
[2025-11-20T23:13:03.788936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPHR' from 'https://tdm.silogroup.org/data/derivative_storage/SPHR.csv'.
[2025-11-20T23:13:03.802443] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SPHR'.
[2025-11-20T23:13:03.802913] [INFO ] [FORECASTER] Starting predict_future for SPHR
[2025-11-20T23:13:03.803814] [DEBUG] [LOCAL     ] No optimal features file found for SPHR: ./output/feature-sets/SPHR.txt
[2025-11-20T23:13:03.803889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:03.803938] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:03.804024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:03.804101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:03.872134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:03.873258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:03.873380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:03.873430] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:04.002371] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:04.002631] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:04.002714] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:04.002782] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:04.006865] [DEBUG] [FORECASTER] SPHR: Forecast T+1@11:T+2@11: UP (p=69.68%)
[2025-11-20T23:13:04.007417] [INFO ] [FORECASTER] Completed predict_future for SPHR
[2025-11-20T23:13:04.007673] [INFO ] [sig       ] SPHR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:04.154300] [INFO ] [LOCAL     ] Saved forecast: SPHR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SPHR.txt
[2025-11-20T23:13:04.154503] [INFO ] [sig       ] [1002/1341] Completed SPHR in 0.4s | 2.71 sym/s | Total: 6.2m | ETA: 2.1m
[2025-11-20T23:13:04.154584] [INFO ] [sig       ] [1003/1341] Forecasting SPIR...
[2025-11-20T23:13:04.154635] [INFO ] [sig       ] Generating forecast for: SPIR
[2025-11-20T23:13:04.154698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPIR' from 'https://tdm.silogroup.org/data/derivative_storage/SPIR.csv'.
[2025-11-20T23:13:04.168426] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SPIR'.
[2025-11-20T23:13:04.168937] [INFO ] [FORECASTER] Starting predict_future for SPIR
[2025-11-20T23:13:04.169887] [DEBUG] [LOCAL     ] No optimal features file found for SPIR: ./output/feature-sets/SPIR.txt
[2025-11-20T23:13:04.169962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:04.170012] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:04.170056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:04.170139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:04.239462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:04.240504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:04.240621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:04.240698] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:04.372399] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:04.372693] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:04.372790] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:04.372846] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:04.377036] [DEBUG] [FORECASTER] SPIR: Forecast T+1@11:T+2@11: UP (p=53.37%)
[2025-11-20T23:13:04.377427] [INFO ] [FORECASTER] Completed predict_future for SPIR
[2025-11-20T23:13:04.377625] [INFO ] [sig       ] SPIR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:04.521033] [INFO ] [LOCAL     ] Saved forecast: SPIR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SPIR.txt
[2025-11-20T23:13:04.521226] [INFO ] [sig       ] [1003/1341] Completed SPIR in 0.4s | 2.71 sym/s | Total: 6.2m | ETA: 2.1m
[2025-11-20T23:13:04.521284] [INFO ] [sig       ] [1004/1341] Forecasting SPNT...
[2025-11-20T23:13:04.521328] [INFO ] [sig       ] Generating forecast for: SPNT
[2025-11-20T23:13:04.521373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPNT' from 'https://tdm.silogroup.org/data/derivative_storage/SPNT.csv'.
[2025-11-20T23:13:04.536507] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SPNT'.
[2025-11-20T23:13:04.537627] [INFO ] [FORECASTER] Starting predict_future for SPNT
[2025-11-20T23:13:04.539514] [DEBUG] [LOCAL     ] No optimal features file found for SPNT: ./output/feature-sets/SPNT.txt
[2025-11-20T23:13:04.539602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:04.539677] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:04.539725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:04.539804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:04.609371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:04.610619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:04.610760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:04.610812] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:04.735170] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:04.735437] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:04.735489] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:04.735526] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:04.739765] [DEBUG] [FORECASTER] SPNT: Forecast T+1@11:T+2@11: UP (p=96.32%)
[2025-11-20T23:13:04.740148] [INFO ] [FORECASTER] Completed predict_future for SPNT
[2025-11-20T23:13:04.740347] [INFO ] [sig       ] SPNT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:04.886509] [INFO ] [LOCAL     ] Saved forecast: SPNT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SPNT.txt
[2025-11-20T23:13:04.886819] [INFO ] [sig       ] [1004/1341] Completed SPNT in 0.4s | 2.71 sym/s | Total: 6.2m | ETA: 2.1m
[2025-11-20T23:13:04.886907] [INFO ] [sig       ] [1005/1341] Forecasting SPOT...
[2025-11-20T23:13:04.887031] [INFO ] [sig       ] Generating forecast for: SPOT
[2025-11-20T23:13:04.887080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOT' from 'https://tdm.silogroup.org/data/derivative_storage/SPOT.csv'.
[2025-11-20T23:13:04.901685] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SPOT'.
[2025-11-20T23:13:04.902286] [INFO ] [FORECASTER] Starting predict_future for SPOT
[2025-11-20T23:13:04.903371] [DEBUG] [LOCAL     ] No optimal features file found for SPOT: ./output/feature-sets/SPOT.txt
[2025-11-20T23:13:04.903448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:04.903499] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:04.903543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:04.903616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:04.972292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:04.973297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:04.973406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:04.973472] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:05.101888] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:05.102163] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:05.102215] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:05.102248] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:05.106221] [DEBUG] [FORECASTER] SPOT: Forecast T+1@11:T+2@11: DOWN (p=24.69%)
[2025-11-20T23:13:05.106558] [INFO ] [FORECASTER] Completed predict_future for SPOT
[2025-11-20T23:13:05.106798] [INFO ] [sig       ] SPOT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:05.249830] [INFO ] [LOCAL     ] Saved forecast: SPOT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SPOT.txt
[2025-11-20T23:13:05.250031] [INFO ] [sig       ] [1005/1341] Completed SPOT in 0.4s | 2.71 sym/s | Total: 6.2m | ETA: 2.1m
[2025-11-20T23:13:05.250089] [INFO ] [sig       ] [1006/1341] Forecasting SPR...
[2025-11-20T23:13:05.250224] [INFO ] [sig       ] Generating forecast for: SPR
[2025-11-20T23:13:05.250280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPR' from 'https://tdm.silogroup.org/data/derivative_storage/SPR.csv'.
[2025-11-20T23:13:05.263608] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SPR'.
[2025-11-20T23:13:05.264131] [INFO ] [FORECASTER] Starting predict_future for SPR
[2025-11-20T23:13:05.265075] [DEBUG] [LOCAL     ] No optimal features file found for SPR: ./output/feature-sets/SPR.txt
[2025-11-20T23:13:05.265146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:05.265196] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:05.265251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:05.265338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:05.333833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:05.335034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:05.335151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:05.335214] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:05.460589] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:05.460863] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:05.460919] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:05.460955] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:05.464866] [DEBUG] [FORECASTER] SPR: Forecast T+1@11:T+2@11: DOWN (p=11.67%)
[2025-11-20T23:13:05.465207] [INFO ] [FORECASTER] Completed predict_future for SPR
[2025-11-20T23:13:05.465372] [INFO ] [sig       ] SPR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:05.609583] [INFO ] [LOCAL     ] Saved forecast: SPR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SPR.txt
[2025-11-20T23:13:05.609834] [INFO ] [sig       ] [1006/1341] Completed SPR in 0.4s | 2.71 sym/s | Total: 6.2m | ETA: 2.1m
[2025-11-20T23:13:05.609915] [INFO ] [sig       ] [1007/1341] Forecasting SPRU...
[2025-11-20T23:13:05.609962] [INFO ] [sig       ] Generating forecast for: SPRU
[2025-11-20T23:13:05.610037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRU' from 'https://tdm.silogroup.org/data/derivative_storage/SPRU.csv'.
[2025-11-20T23:13:05.623163] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SPRU'.
[2025-11-20T23:13:05.623718] [INFO ] [FORECASTER] Starting predict_future for SPRU
[2025-11-20T23:13:05.624684] [DEBUG] [LOCAL     ] No optimal features file found for SPRU: ./output/feature-sets/SPRU.txt
[2025-11-20T23:13:05.624756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:05.624815] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:05.624869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:05.624944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:05.706470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:05.707712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:05.707829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:05.707892] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:05.828753] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:05.829043] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:05.829096] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:05.829130] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:05.833889] [DEBUG] [FORECASTER] SPRU: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-11-20T23:13:05.834430] [INFO ] [FORECASTER] Completed predict_future for SPRU
[2025-11-20T23:13:05.834711] [INFO ] [sig       ] SPRU: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:05.985793] [INFO ] [LOCAL     ] Saved forecast: SPRU	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SPRU.txt
[2025-11-20T23:13:05.986106] [INFO ] [sig       ] [1007/1341] Completed SPRU in 0.4s | 2.71 sym/s | Total: 6.2m | ETA: 2.1m
[2025-11-20T23:13:05.986169] [INFO ] [sig       ] [1008/1341] Forecasting SPXC...
[2025-11-20T23:13:05.986227] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-11-20T23:13:05.986277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-11-20T23:13:05.999928] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SPXC'.
[2025-11-20T23:13:06.000518] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-11-20T23:13:06.001446] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-11-20T23:13:06.001521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:06.001569] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:06.001623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:06.001727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:06.074336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:06.075592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:06.075728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:06.075796] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:06.202052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:06.202307] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:06.202360] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:06.202393] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:06.206475] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=0.27%)
[2025-11-20T23:13:06.207072] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-11-20T23:13:06.207315] [INFO ] [sig       ] SPXC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:06.350698] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SPXC.txt
[2025-11-20T23:13:06.350935] [INFO ] [sig       ] [1008/1341] Completed SPXC in 0.4s | 2.71 sym/s | Total: 6.2m | ETA: 2.0m
[2025-11-20T23:13:06.350994] [INFO ] [sig       ] [1009/1341] Forecasting SPXX...
[2025-11-20T23:13:06.351065] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-11-20T23:13:06.351119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-11-20T23:13:06.364787] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SPXX'.
[2025-11-20T23:13:06.365301] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-11-20T23:13:06.366222] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-11-20T23:13:06.366297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:06.366346] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:06.366391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:06.366466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:06.435129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:06.436302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:06.436415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:06.436466] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:06.564900] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:06.565175] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:06.565395] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:06.565520] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:06.569581] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=75.53%)
[2025-11-20T23:13:06.570001] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-11-20T23:13:06.570283] [INFO ] [sig       ] SPXX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:06.713253] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SPXX.txt
[2025-11-20T23:13:06.713464] [INFO ] [sig       ] [1009/1341] Completed SPXX in 0.4s | 2.71 sym/s | Total: 6.2m | ETA: 2.0m
[2025-11-20T23:13:06.713521] [INFO ] [sig       ] [1010/1341] Forecasting SQM...
[2025-11-20T23:13:06.713565] [INFO ] [sig       ] Generating forecast for: SQM
[2025-11-20T23:13:06.713628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-11-20T23:13:06.727106] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SQM'.
[2025-11-20T23:13:06.727681] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-11-20T23:13:06.728578] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-11-20T23:13:06.728669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:06.728719] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:06.728758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:06.728827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:06.801450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:06.802681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:06.802802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:06.802852] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:06.918222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:06.918477] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:06.918531] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:06.918565] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:06.922594] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: DOWN (p=8.62%)
[2025-11-20T23:13:06.922973] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-11-20T23:13:06.923145] [INFO ] [sig       ] SQM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:07.067097] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SQM.txt
[2025-11-20T23:13:07.067342] [INFO ] [sig       ] [1010/1341] Completed SQM in 0.4s | 2.71 sym/s | Total: 6.2m | ETA: 2.0m
[2025-11-20T23:13:07.067400] [INFO ] [sig       ] [1011/1341] Forecasting SQNS...
[2025-11-20T23:13:07.067446] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-11-20T23:13:07.067527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-11-20T23:13:07.080439] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SQNS'.
[2025-11-20T23:13:07.080951] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-11-20T23:13:07.081903] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-11-20T23:13:07.081977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:07.082027] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:07.082070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:07.082143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:07.150771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:07.151952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:07.152065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:07.152116] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:07.270736] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:07.271002] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:07.271055] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:07.271090] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:07.275147] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2025-11-20T23:13:07.275541] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-11-20T23:13:07.275731] [INFO ] [sig       ] SQNS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:07.421665] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SQNS.txt
[2025-11-20T23:13:07.421886] [INFO ] [sig       ] [1011/1341] Completed SQNS in 0.4s | 2.71 sym/s | Total: 6.2m | ETA: 2.0m
[2025-11-20T23:13:07.421944] [INFO ] [sig       ] [1012/1341] Forecasting SR...
[2025-11-20T23:13:07.422022] [INFO ] [sig       ] Generating forecast for: SR
[2025-11-20T23:13:07.422066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SR' from 'https://tdm.silogroup.org/data/derivative_storage/SR.csv'.
[2025-11-20T23:13:07.434439] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SR'.
[2025-11-20T23:13:07.434864] [INFO ] [FORECASTER] Starting predict_future for SR
[2025-11-20T23:13:07.435726] [DEBUG] [LOCAL     ] No optimal features file found for SR: ./output/feature-sets/SR.txt
[2025-11-20T23:13:07.435796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:07.435845] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:07.435887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:07.435959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:07.504838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:07.505673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:07.505780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:07.505829] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:07.636190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:07.636566] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:07.636669] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:07.636801] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:07.642496] [DEBUG] [FORECASTER] SR: Forecast T+1@11:T+2@11: UP (p=93.74%)
[2025-11-20T23:13:07.642994] [INFO ] [FORECASTER] Completed predict_future for SR
[2025-11-20T23:13:07.643240] [INFO ] [sig       ] SR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:07.811992] [INFO ] [LOCAL     ] Saved forecast: SR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SR.txt
[2025-11-20T23:13:07.812241] [INFO ] [sig       ] [1012/1341] Completed SR in 0.4s | 2.71 sym/s | Total: 6.2m | ETA: 2.0m
[2025-11-20T23:13:07.812311] [INFO ] [sig       ] [1013/1341] Forecasting SRE...
[2025-11-20T23:13:07.812358] [INFO ] [sig       ] Generating forecast for: SRE
[2025-11-20T23:13:07.812434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-11-20T23:13:07.825776] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SRE'.
[2025-11-20T23:13:07.826253] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-11-20T23:13:07.827200] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-11-20T23:13:07.827273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:07.827322] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:07.827364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:07.827437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:07.895421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:07.896602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:07.896755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:07.896806] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:08.030376] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:08.030665] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:08.030757] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:08.030807] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:08.035093] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=49.14%)
[2025-11-20T23:13:08.035688] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-11-20T23:13:08.035948] [INFO ] [sig       ] SRE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:08.184449] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SRE.txt
[2025-11-20T23:13:08.184711] [INFO ] [sig       ] [1013/1341] Completed SRE in 0.4s | 2.71 sym/s | Total: 6.2m | ETA: 2.0m
[2025-11-20T23:13:08.184771] [INFO ] [sig       ] [1014/1341] Forecasting SREA...
[2025-11-20T23:13:08.184851] [INFO ] [sig       ] Generating forecast for: SREA
[2025-11-20T23:13:08.184904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-11-20T23:13:08.197793] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SREA'.
[2025-11-20T23:13:08.198242] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-11-20T23:13:08.199189] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-11-20T23:13:08.199264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:08.199313] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:08.199357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:08.199450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:08.267528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:08.268761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:08.268900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:08.268952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:08.397402] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:08.397689] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:08.397773] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:08.397813] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:08.401988] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: UP (p=58.75%)
[2025-11-20T23:13:08.402347] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-11-20T23:13:08.402524] [INFO ] [sig       ] SREA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:08.549813] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SREA.txt
[2025-11-20T23:13:08.550061] [INFO ] [sig       ] [1014/1341] Completed SREA in 0.4s | 2.71 sym/s | Total: 6.2m | ETA: 2.0m
[2025-11-20T23:13:08.550146] [INFO ] [sig       ] [1015/1341] Forecasting SRFM...
[2025-11-20T23:13:08.550190] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-11-20T23:13:08.550236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-11-20T23:13:08.563899] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SRFM'.
[2025-11-20T23:13:08.564475] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-11-20T23:13:08.565497] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-11-20T23:13:08.565589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:08.565704] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:08.565769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:08.565845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:08.634635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:08.636002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:08.636144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:08.636223] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:08.744172] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:08.744444] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:08.744505] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:08.744544] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:08.749350] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2025-11-20T23:13:08.749748] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-11-20T23:13:08.749909] [INFO ] [sig       ] SRFM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:08.982885] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SRFM.txt
[2025-11-20T23:13:08.984681] [INFO ] [sig       ] [1015/1341] Completed SRFM in 0.4s | 2.71 sym/s | Total: 6.2m | ETA: 2.0m
[2025-11-20T23:13:08.984855] [INFO ] [sig       ] [1016/1341] Forecasting SRG...
[2025-11-20T23:13:08.984934] [INFO ] [sig       ] Generating forecast for: SRG
[2025-11-20T23:13:08.985022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-11-20T23:13:09.000719] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SRG'.
[2025-11-20T23:13:09.001502] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-11-20T23:13:09.003023] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-11-20T23:13:09.003129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:09.003194] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:09.003262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:09.003393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:09.081927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:09.083494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:09.083693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:09.083780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:09.274920] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:09.275237] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:09.275324] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:09.275385] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:09.281934] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=86.40%)
[2025-11-20T23:13:09.282636] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-11-20T23:13:09.282989] [INFO ] [sig       ] SRG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:09.505313] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SRG.txt
[2025-11-20T23:13:09.505619] [INFO ] [sig       ] [1016/1341] Completed SRG in 0.5s | 2.71 sym/s | Total: 6.2m | ETA: 2.0m
[2025-11-20T23:13:09.505722] [INFO ] [sig       ] [1017/1341] Forecasting SRI...
[2025-11-20T23:13:09.505777] [INFO ] [sig       ] Generating forecast for: SRI
[2025-11-20T23:13:09.505820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-11-20T23:13:09.524323] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SRI'.
[2025-11-20T23:13:09.524920] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-11-20T23:13:09.526178] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-11-20T23:13:09.526273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:09.526347] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:09.526412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:09.526525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:09.633826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:09.635155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:09.635302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:09.635374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:09.735209] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:09.735377] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:09.735426] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:09.735461] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:09.739154] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=41.15%)
[2025-11-20T23:13:09.739540] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-11-20T23:13:09.739724] [INFO ] [sig       ] SRI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:09.912920] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SRI.txt
[2025-11-20T23:13:09.913148] [INFO ] [sig       ] [1017/1341] Completed SRI in 0.4s | 2.71 sym/s | Total: 6.3m | ETA: 2.0m
[2025-11-20T23:13:09.913244] [INFO ] [sig       ] [1018/1341] Forecasting SRV...
[2025-11-20T23:13:09.913299] [INFO ] [sig       ] Generating forecast for: SRV
[2025-11-20T23:13:09.913535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRV' from 'https://tdm.silogroup.org/data/derivative_storage/SRV.csv'.
[2025-11-20T23:13:09.926420] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SRV'.
[2025-11-20T23:13:09.926849] [INFO ] [FORECASTER] Starting predict_future for SRV
[2025-11-20T23:13:09.927759] [DEBUG] [LOCAL     ] No optimal features file found for SRV: ./output/feature-sets/SRV.txt
[2025-11-20T23:13:09.927832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:09.927879] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:09.927941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:09.928056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:10.000058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:10.001251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:10.001373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:10.001444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:10.094970] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:10.095223] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:10.095306] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:10.095353] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:10.099567] [DEBUG] [FORECASTER] SRV: Forecast T+1@11:T+2@11: DOWN (p=16.29%)
[2025-11-20T23:13:10.100094] [INFO ] [FORECASTER] Completed predict_future for SRV
[2025-11-20T23:13:10.100242] [INFO ] [sig       ] SRV: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:10.248926] [INFO ] [LOCAL     ] Saved forecast: SRV	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SRV.txt
[2025-11-20T23:13:10.249095] [INFO ] [sig       ] [1018/1341] Completed SRV in 0.3s | 2.71 sym/s | Total: 6.3m | ETA: 2.0m
[2025-11-20T23:13:10.249168] [INFO ] [sig       ] [1019/1341] Forecasting SSB...
[2025-11-20T23:13:10.249246] [INFO ] [sig       ] Generating forecast for: SSB
[2025-11-20T23:13:10.249283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-11-20T23:13:10.260517] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SSB'.
[2025-11-20T23:13:10.260902] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-11-20T23:13:10.261781] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-11-20T23:13:10.261851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:10.261898] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:10.261936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:10.262024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:10.330915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:10.331701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:10.331821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:10.331880] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:10.415956] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:10.416138] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:10.416188] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:10.416225] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:10.419768] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: UP (p=65.01%)
[2025-11-20T23:13:10.420117] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-11-20T23:13:10.420264] [INFO ] [sig       ] SSB: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:10.567077] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SSB.txt
[2025-11-20T23:13:10.567249] [INFO ] [sig       ] [1019/1341] Completed SSB in 0.3s | 2.71 sym/s | Total: 6.3m | ETA: 2.0m
[2025-11-20T23:13:10.567315] [INFO ] [sig       ] [1020/1341] Forecasting SSD...
[2025-11-20T23:13:10.567424] [INFO ] [sig       ] Generating forecast for: SSD
[2025-11-20T23:13:10.567472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-11-20T23:13:10.578789] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SSD'.
[2025-11-20T23:13:10.579155] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-11-20T23:13:10.579966] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-11-20T23:13:10.580035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:10.580092] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:10.580133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:10.580224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:10.649239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:10.650095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:10.650195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:10.650243] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:10.754853] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:10.755082] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:10.755134] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:10.755169] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:10.758796] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-11-20T23:13:10.759131] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-11-20T23:13:10.759294] [INFO ] [sig       ] SSD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:10.912072] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SSD.txt
[2025-11-20T23:13:10.912265] [INFO ] [sig       ] [1020/1341] Completed SSD in 0.3s | 2.71 sym/s | Total: 6.3m | ETA: 2.0m
[2025-11-20T23:13:10.912319] [INFO ] [sig       ] [1021/1341] Forecasting SSL...
[2025-11-20T23:13:10.912387] [INFO ] [sig       ] Generating forecast for: SSL
[2025-11-20T23:13:10.912434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-11-20T23:13:10.923613] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SSL'.
[2025-11-20T23:13:10.924022] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-11-20T23:13:10.924887] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-11-20T23:13:10.924957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:10.925002] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:10.925041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:10.925112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:10.995027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:10.995954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:10.996055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:10.996103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:11.098345] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:11.098519] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:11.098565] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:11.098600] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:11.102007] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=19.01%)
[2025-11-20T23:13:11.102306] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-11-20T23:13:11.102440] [INFO ] [sig       ] SSL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:11.241409] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SSL.txt
[2025-11-20T23:13:11.241588] [INFO ] [sig       ] [1021/1341] Completed SSL in 0.3s | 2.71 sym/s | Total: 6.3m | ETA: 2.0m
[2025-11-20T23:13:11.241663] [INFO ] [sig       ] [1022/1341] Forecasting SST...
[2025-11-20T23:13:11.241737] [INFO ] [sig       ] Generating forecast for: SST
[2025-11-20T23:13:11.241780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SST' from 'https://tdm.silogroup.org/data/derivative_storage/SST.csv'.
[2025-11-20T23:13:11.252967] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SST'.
[2025-11-20T23:13:11.253303] [INFO ] [FORECASTER] Starting predict_future for SST
[2025-11-20T23:13:11.254147] [DEBUG] [LOCAL     ] No optimal features file found for SST: ./output/feature-sets/SST.txt
[2025-11-20T23:13:11.254219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:11.254263] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:11.254302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:11.254370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:11.322293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:11.323191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:11.323291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:11.323339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:11.423451] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:11.423663] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:11.423733] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:11.423794] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:11.427396] [DEBUG] [FORECASTER] SST: Forecast T+1@11:T+2@11: DOWN (p=10.78%)
[2025-11-20T23:13:11.427724] [INFO ] [FORECASTER] Completed predict_future for SST
[2025-11-20T23:13:11.427877] [INFO ] [sig       ] SST: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:11.571232] [INFO ] [LOCAL     ] Saved forecast: SST	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SST.txt
[2025-11-20T23:13:11.571404] [INFO ] [sig       ] [1022/1341] Completed SST in 0.3s | 2.71 sym/s | Total: 6.3m | ETA: 2.0m
[2025-11-20T23:13:11.571459] [INFO ] [sig       ] [1023/1341] Forecasting SSTK...
[2025-11-20T23:13:11.571501] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-11-20T23:13:11.571571] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-11-20T23:13:11.582695] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SSTK'.
[2025-11-20T23:13:11.583042] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-11-20T23:13:11.583876] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-11-20T23:13:11.583946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:11.583992] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:11.584032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:11.584100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:11.651401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:11.652363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:11.652476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:11.652524] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:11.752577] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:11.752825] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:11.752898] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:11.752954] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:11.758284] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=67.91%)
[2025-11-20T23:13:11.758741] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-11-20T23:13:11.758944] [INFO ] [sig       ] SSTK: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:11.910475] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SSTK.txt
[2025-11-20T23:13:11.910636] [INFO ] [sig       ] [1023/1341] Completed SSTK in 0.3s | 2.71 sym/s | Total: 6.3m | ETA: 2.0m
[2025-11-20T23:13:11.910710] [INFO ] [sig       ] [1024/1341] Forecasting ST...
[2025-11-20T23:13:11.910781] [INFO ] [sig       ] Generating forecast for: ST
[2025-11-20T23:13:11.910831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ST' from 'https://tdm.silogroup.org/data/derivative_storage/ST.csv'.
[2025-11-20T23:13:11.921900] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ST'.
[2025-11-20T23:13:11.922266] [INFO ] [FORECASTER] Starting predict_future for ST
[2025-11-20T23:13:11.923079] [DEBUG] [LOCAL     ] No optimal features file found for ST: ./output/feature-sets/ST.txt
[2025-11-20T23:13:11.923149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:11.923195] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:11.923228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:11.923298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:11.996282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:11.997260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:11.997388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:11.997436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:12.106255] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:12.106469] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:12.106518] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:12.106553] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:12.110116] [DEBUG] [FORECASTER] ST: Forecast T+1@11:T+2@11: DOWN (p=26.72%)
[2025-11-20T23:13:12.110423] [INFO ] [FORECASTER] Completed predict_future for ST
[2025-11-20T23:13:12.110569] [INFO ] [sig       ] ST: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:12.252124] [INFO ] [LOCAL     ] Saved forecast: ST	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ST.txt
[2025-11-20T23:13:12.252426] [INFO ] [sig       ] [1024/1341] Completed ST in 0.3s | 2.71 sym/s | Total: 6.3m | ETA: 1.9m
[2025-11-20T23:13:12.252530] [INFO ] [sig       ] [1025/1341] Forecasting STAG...
[2025-11-20T23:13:12.252606] [INFO ] [sig       ] Generating forecast for: STAG
[2025-11-20T23:13:12.252721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-11-20T23:13:12.264678] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STAG'.
[2025-11-20T23:13:12.265161] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-11-20T23:13:12.266051] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-11-20T23:13:12.266124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:12.266185] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:12.266229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:12.266311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:12.336759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:12.338312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:12.338463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:12.338527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:12.470351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:12.470618] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:12.470692] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:12.470735] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:12.474958] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=12.59%)
[2025-11-20T23:13:12.475397] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-11-20T23:13:12.475572] [INFO ] [sig       ] STAG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:12.622776] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/STAG.txt
[2025-11-20T23:13:12.623368] [INFO ] [sig       ] [1025/1341] Completed STAG in 0.4s | 2.71 sym/s | Total: 6.3m | ETA: 1.9m
[2025-11-20T23:13:12.623430] [INFO ] [sig       ] [1026/1341] Forecasting STC...
[2025-11-20T23:13:12.623478] [INFO ] [sig       ] Generating forecast for: STC
[2025-11-20T23:13:12.623522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-11-20T23:13:12.635965] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STC'.
[2025-11-20T23:13:12.636337] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-11-20T23:13:12.637255] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-11-20T23:13:12.637327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:12.637372] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:12.637421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:12.637504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:12.711765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:12.712873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:12.712992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:12.713054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:12.817077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:12.817258] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:12.817309] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:12.817342] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:12.820896] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=62.25%)
[2025-11-20T23:13:12.821221] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-11-20T23:13:12.821374] [INFO ] [sig       ] STC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:12.970250] [INFO ] [LOCAL     ] Saved forecast: STC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/STC.txt
[2025-11-20T23:13:12.970415] [INFO ] [sig       ] [1026/1341] Completed STC in 0.3s | 2.71 sym/s | Total: 6.3m | ETA: 1.9m
[2025-11-20T23:13:12.970472] [INFO ] [sig       ] [1027/1341] Forecasting STE...
[2025-11-20T23:13:12.970515] [INFO ] [sig       ] Generating forecast for: STE
[2025-11-20T23:13:12.970588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-11-20T23:13:12.982598] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STE'.
[2025-11-20T23:13:12.983100] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-11-20T23:13:12.983947] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-11-20T23:13:12.984018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:12.984063] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:12.984102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:12.984177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:13.055856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:13.056841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:13.056957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:13.057007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:13.164628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:13.164844] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:13.164907] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:13.164951] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:13.168388] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=42.34%)
[2025-11-20T23:13:13.168718] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-11-20T23:13:13.168883] [INFO ] [sig       ] STE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:13.312948] [INFO ] [LOCAL     ] Saved forecast: STE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/STE.txt
[2025-11-20T23:13:13.313182] [INFO ] [sig       ] [1027/1341] Completed STE in 0.3s | 2.71 sym/s | Total: 6.3m | ETA: 1.9m
[2025-11-20T23:13:13.313295] [INFO ] [sig       ] [1028/1341] Forecasting STEL...
[2025-11-20T23:13:13.313340] [INFO ] [sig       ] Generating forecast for: STEL
[2025-11-20T23:13:13.313388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-11-20T23:13:13.326673] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STEL'.
[2025-11-20T23:13:13.327177] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-11-20T23:13:13.329715] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-11-20T23:13:13.329902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:13.329953] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:13.329999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:13.330074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:13.402168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:13.403418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:13.403536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:13.403592] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:13.520624] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:13.520881] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:13.520941] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:13.520977] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:13.525033] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=19.06%)
[2025-11-20T23:13:13.525407] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-11-20T23:13:13.525584] [INFO ] [sig       ] STEL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:13.681594] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/STEL.txt
[2025-11-20T23:13:13.681886] [INFO ] [sig       ] [1028/1341] Completed STEL in 0.4s | 2.71 sym/s | Total: 6.3m | ETA: 1.9m
[2025-11-20T23:13:13.681997] [INFO ] [sig       ] [1029/1341] Forecasting STEM...
[2025-11-20T23:13:13.682061] [INFO ] [sig       ] Generating forecast for: STEM
[2025-11-20T23:13:13.682120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-11-20T23:13:13.694943] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STEM'.
[2025-11-20T23:13:13.695398] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-11-20T23:13:13.696297] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-11-20T23:13:13.696375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:13.696423] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:13.696465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:13.696533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:13.778315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:13.779368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:13.779472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:13.779522] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:13.884132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:13.884327] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:13.884375] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:13.884408] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:13.887935] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=88.80%)
[2025-11-20T23:13:13.888235] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-11-20T23:13:13.888379] [INFO ] [sig       ] STEM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:14.030963] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/STEM.txt
[2025-11-20T23:13:14.031115] [INFO ] [sig       ] [1029/1341] Completed STEM in 0.3s | 2.71 sym/s | Total: 6.3m | ETA: 1.9m
[2025-11-20T23:13:14.031168] [INFO ] [sig       ] [1030/1341] Forecasting STEW...
[2025-11-20T23:13:14.031215] [INFO ] [sig       ] Generating forecast for: STEW
[2025-11-20T23:13:14.031316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEW' from 'https://tdm.silogroup.org/data/derivative_storage/STEW.csv'.
[2025-11-20T23:13:14.043255] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STEW'.
[2025-11-20T23:13:14.043655] [INFO ] [FORECASTER] Starting predict_future for STEW
[2025-11-20T23:13:14.044474] [DEBUG] [LOCAL     ] No optimal features file found for STEW: ./output/feature-sets/STEW.txt
[2025-11-20T23:13:14.044547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:14.044594] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:14.044637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:14.044736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:14.113007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:14.113955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:14.114056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:14.114104] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:14.229860] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:14.230074] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:14.230134] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:14.230170] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:14.234099] [DEBUG] [FORECASTER] STEW: Forecast T+1@11:T+2@11: UP (p=65.25%)
[2025-11-20T23:13:14.234443] [INFO ] [FORECASTER] Completed predict_future for STEW
[2025-11-20T23:13:14.234619] [INFO ] [sig       ] STEW: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:14.375952] [INFO ] [LOCAL     ] Saved forecast: STEW	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/STEW.txt
[2025-11-20T23:13:14.376102] [INFO ] [sig       ] [1030/1341] Completed STEW in 0.3s | 2.71 sym/s | Total: 6.3m | ETA: 1.9m
[2025-11-20T23:13:14.376155] [INFO ] [sig       ] [1031/1341] Forecasting STK...
[2025-11-20T23:13:14.376198] [INFO ] [sig       ] Generating forecast for: STK
[2025-11-20T23:13:14.376261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-11-20T23:13:14.387519] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STK'.
[2025-11-20T23:13:14.387886] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-11-20T23:13:14.388715] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-11-20T23:13:14.388785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:14.388839] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:14.388881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:14.388958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:14.456595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:14.457299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:14.457396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:14.457441] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:14.551120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:14.551292] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:14.551347] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:14.551387] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:14.554820] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: DOWN (p=8.54%)
[2025-11-20T23:13:14.555126] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-11-20T23:13:14.555272] [INFO ] [sig       ] STK: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:14.697944] [INFO ] [LOCAL     ] Saved forecast: STK	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/STK.txt
[2025-11-20T23:13:14.698117] [INFO ] [sig       ] [1031/1341] Completed STK in 0.3s | 2.71 sym/s | Total: 6.3m | ETA: 1.9m
[2025-11-20T23:13:14.698184] [INFO ] [sig       ] [1032/1341] Forecasting STLA...
[2025-11-20T23:13:14.698242] [INFO ] [sig       ] Generating forecast for: STLA
[2025-11-20T23:13:14.698317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-11-20T23:13:14.710690] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STLA'.
[2025-11-20T23:13:14.711089] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-11-20T23:13:14.711933] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-11-20T23:13:14.712005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:14.712052] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:14.712092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:14.712163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:14.782603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:14.783955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:14.784076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:14.784127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:14.908035] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:14.908299] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:14.908356] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:14.908392] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:14.912483] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=87.01%)
[2025-11-20T23:13:14.912855] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-11-20T23:13:14.913029] [INFO ] [sig       ] STLA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:15.064176] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/STLA.txt
[2025-11-20T23:13:15.064449] [INFO ] [sig       ] [1032/1341] Completed STLA in 0.4s | 2.71 sym/s | Total: 6.3m | ETA: 1.9m
[2025-11-20T23:13:15.064536] [INFO ] [sig       ] [1033/1341] Forecasting STM...
[2025-11-20T23:13:15.064581] [INFO ] [sig       ] Generating forecast for: STM
[2025-11-20T23:13:15.064629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-11-20T23:13:15.079080] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STM'.
[2025-11-20T23:13:15.079609] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-11-20T23:13:15.080557] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-11-20T23:13:15.080630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:15.080700] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:15.080743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:15.080817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:15.150169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:15.151327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:15.151476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:15.151529] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:15.282874] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:15.283174] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:15.283234] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:15.283270] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:15.287474] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: UP (p=79.43%)
[2025-11-20T23:13:15.288041] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-11-20T23:13:15.288293] [INFO ] [sig       ] STM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:15.435135] [INFO ] [LOCAL     ] Saved forecast: STM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/STM.txt
[2025-11-20T23:13:15.435352] [INFO ] [sig       ] [1033/1341] Completed STM in 0.4s | 2.71 sym/s | Total: 6.3m | ETA: 1.9m
[2025-11-20T23:13:15.435408] [INFO ] [sig       ] [1034/1341] Forecasting STN...
[2025-11-20T23:13:15.435477] [INFO ] [sig       ] Generating forecast for: STN
[2025-11-20T23:13:15.435515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-11-20T23:13:15.449868] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STN'.
[2025-11-20T23:13:15.450423] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-11-20T23:13:15.451366] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-11-20T23:13:15.451438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:15.451498] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:15.451541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:15.451675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:15.520708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:15.521867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:15.521982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:15.522046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:15.653104] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:15.653317] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:15.653374] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:15.653409] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:15.657314] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=12.50%)
[2025-11-20T23:13:15.657885] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-11-20T23:13:15.658130] [INFO ] [sig       ] STN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:15.807428] [INFO ] [LOCAL     ] Saved forecast: STN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/STN.txt
[2025-11-20T23:13:15.807612] [INFO ] [sig       ] [1034/1341] Completed STN in 0.4s | 2.71 sym/s | Total: 6.4m | ETA: 1.9m
[2025-11-20T23:13:15.807693] [INFO ] [sig       ] [1035/1341] Forecasting STNG...
[2025-11-20T23:13:15.807770] [INFO ] [sig       ] Generating forecast for: STNG
[2025-11-20T23:13:15.807817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNG' from 'https://tdm.silogroup.org/data/derivative_storage/STNG.csv'.
[2025-11-20T23:13:15.820036] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STNG'.
[2025-11-20T23:13:15.820368] [INFO ] [FORECASTER] Starting predict_future for STNG
[2025-11-20T23:13:15.821185] [DEBUG] [LOCAL     ] No optimal features file found for STNG: ./output/feature-sets/STNG.txt
[2025-11-20T23:13:15.821257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:15.821303] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:15.821344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:15.821417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:15.890197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:15.890898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:15.891003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:15.891055] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:16.018208] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:16.018433] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:16.018497] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:16.018533] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:16.022182] [DEBUG] [FORECASTER] STNG: Forecast T+1@11:T+2@11: UP (p=66.87%)
[2025-11-20T23:13:16.022531] [INFO ] [FORECASTER] Completed predict_future for STNG
[2025-11-20T23:13:16.022707] [INFO ] [sig       ] STNG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:16.173340] [INFO ] [LOCAL     ] Saved forecast: STNG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/STNG.txt
[2025-11-20T23:13:16.173635] [INFO ] [sig       ] [1035/1341] Completed STNG in 0.4s | 2.71 sym/s | Total: 6.4m | ETA: 1.9m
[2025-11-20T23:13:16.173716] [INFO ] [sig       ] [1036/1341] Forecasting STRV...
[2025-11-20T23:13:16.173758] [INFO ] [sig       ] Generating forecast for: STRV
[2025-11-20T23:13:16.173804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRV' from 'https://tdm.silogroup.org/data/derivative_storage/STRV.csv'.
[2025-11-20T23:13:16.187051] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STRV'.
[2025-11-20T23:13:16.187447] [INFO ] [FORECASTER] Starting predict_future for STRV
[2025-11-20T23:13:16.188386] [DEBUG] [LOCAL     ] No optimal features file found for STRV: ./output/feature-sets/STRV.txt
[2025-11-20T23:13:16.188459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:16.188507] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:16.188547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:16.188620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:16.255572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:16.256562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:16.256688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:16.256738] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:16.382291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:16.382538] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:16.382590] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:16.382625] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:16.386668] [DEBUG] [FORECASTER] STRV: Forecast T+1@11:T+2@11: UP (p=67.60%)
[2025-11-20T23:13:16.387085] [INFO ] [FORECASTER] Completed predict_future for STRV
[2025-11-20T23:13:16.387275] [INFO ] [sig       ] STRV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:16.531481] [INFO ] [LOCAL     ] Saved forecast: STRV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/STRV.txt
[2025-11-20T23:13:16.531706] [INFO ] [sig       ] [1036/1341] Completed STRV in 0.4s | 2.71 sym/s | Total: 6.4m | ETA: 1.9m
[2025-11-20T23:13:16.531793] [INFO ] [sig       ] [1037/1341] Forecasting STT...
[2025-11-20T23:13:16.531841] [INFO ] [sig       ] Generating forecast for: STT
[2025-11-20T23:13:16.531884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STT' from 'https://tdm.silogroup.org/data/derivative_storage/STT.csv'.
[2025-11-20T23:13:16.544824] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STT'.
[2025-11-20T23:13:16.545304] [INFO ] [FORECASTER] Starting predict_future for STT
[2025-11-20T23:13:16.546243] [DEBUG] [LOCAL     ] No optimal features file found for STT: ./output/feature-sets/STT.txt
[2025-11-20T23:13:16.546315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:16.546363] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:16.546405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:16.546476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:16.614009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:16.615048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:16.615155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:16.615205] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:16.753360] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:16.753625] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:16.753698] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:16.753765] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:16.757675] [DEBUG] [FORECASTER] STT: Forecast T+1@11:T+2@11: UP (p=79.17%)
[2025-11-20T23:13:16.758058] [INFO ] [FORECASTER] Completed predict_future for STT
[2025-11-20T23:13:16.758271] [INFO ] [sig       ] STT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:16.907003] [INFO ] [LOCAL     ] Saved forecast: STT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/STT.txt
[2025-11-20T23:13:16.907228] [INFO ] [sig       ] [1037/1341] Completed STT in 0.4s | 2.71 sym/s | Total: 6.4m | ETA: 1.9m
[2025-11-20T23:13:16.907286] [INFO ] [sig       ] [1038/1341] Forecasting STVN...
[2025-11-20T23:13:16.907332] [INFO ] [sig       ] Generating forecast for: STVN
[2025-11-20T23:13:16.907405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-11-20T23:13:16.920723] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STVN'.
[2025-11-20T23:13:16.921151] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-11-20T23:13:16.922079] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-11-20T23:13:16.922151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:16.922198] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:16.922240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:16.922312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:16.989396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:16.990544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:16.990680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:16.990733] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:17.126532] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:17.127037] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:17.127093] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:17.127129] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:17.131286] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2025-11-20T23:13:17.131692] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-11-20T23:13:17.131872] [INFO ] [sig       ] STVN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:17.276540] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/STVN.txt
[2025-11-20T23:13:17.276806] [INFO ] [sig       ] [1038/1341] Completed STVN in 0.4s | 2.71 sym/s | Total: 6.4m | ETA: 1.9m
[2025-11-20T23:13:17.276918] [INFO ] [sig       ] [1039/1341] Forecasting STWD...
[2025-11-20T23:13:17.276975] [INFO ] [sig       ] Generating forecast for: STWD
[2025-11-20T23:13:17.277022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-11-20T23:13:17.291184] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STWD'.
[2025-11-20T23:13:17.291832] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-11-20T23:13:17.292812] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-11-20T23:13:17.292901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:17.292950] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:17.292991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:17.293062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:17.363110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:17.364260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:17.364371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:17.364418] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:17.498544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:17.498820] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:17.498880] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:17.498917] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:17.502952] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: DOWN (p=4.66%)
[2025-11-20T23:13:17.503342] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-11-20T23:13:17.503535] [INFO ] [sig       ] STWD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:17.651455] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/STWD.txt
[2025-11-20T23:13:17.651741] [INFO ] [sig       ] [1039/1341] Completed STWD in 0.4s | 2.71 sym/s | Total: 6.4m | ETA: 1.9m
[2025-11-20T23:13:17.651826] [INFO ] [sig       ] [1040/1341] Forecasting STXE...
[2025-11-20T23:13:17.651879] [INFO ] [sig       ] Generating forecast for: STXE
[2025-11-20T23:13:17.651924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-11-20T23:13:17.665426] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STXE'.
[2025-11-20T23:13:17.665923] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-11-20T23:13:17.666912] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-11-20T23:13:17.666984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:17.667032] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:17.667099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:17.667175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:17.736120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:17.737307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:17.737420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:17.737467] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:17.857749] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:17.858006] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:17.858056] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:17.858089] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:17.861968] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=84.28%)
[2025-11-20T23:13:17.862309] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-11-20T23:13:17.862474] [INFO ] [sig       ] STXE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:18.005004] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/STXE.txt
[2025-11-20T23:13:18.005259] [INFO ] [sig       ] [1040/1341] Completed STXE in 0.4s | 2.71 sym/s | Total: 6.4m | ETA: 1.8m
[2025-11-20T23:13:18.005344] [INFO ] [sig       ] [1041/1341] Forecasting STXG...
[2025-11-20T23:13:18.005398] [INFO ] [sig       ] Generating forecast for: STXG
[2025-11-20T23:13:18.005437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-11-20T23:13:18.017773] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STXG'.
[2025-11-20T23:13:18.018149] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-11-20T23:13:18.019042] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-11-20T23:13:18.019113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:18.019160] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:18.019203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:18.019276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:18.086848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:18.088023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:18.088137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:18.088185] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:18.215544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:18.215808] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:18.215887] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:18.215934] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:18.219794] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=38.32%)
[2025-11-20T23:13:18.220219] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-11-20T23:13:18.220400] [INFO ] [sig       ] STXG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:18.370754] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/STXG.txt
[2025-11-20T23:13:18.371419] [INFO ] [sig       ] [1041/1341] Completed STXG in 0.4s | 2.71 sym/s | Total: 6.4m | ETA: 1.8m
[2025-11-20T23:13:18.371483] [INFO ] [sig       ] [1042/1341] Forecasting STXK...
[2025-11-20T23:13:18.371529] [INFO ] [sig       ] Generating forecast for: STXK
[2025-11-20T23:13:18.371579] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXK' from 'https://tdm.silogroup.org/data/derivative_storage/STXK.csv'.
[2025-11-20T23:13:18.385245] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STXK'.
[2025-11-20T23:13:18.385867] [INFO ] [FORECASTER] Starting predict_future for STXK
[2025-11-20T23:13:18.386793] [DEBUG] [LOCAL     ] No optimal features file found for STXK: ./output/feature-sets/STXK.txt
[2025-11-20T23:13:18.386864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:18.386959] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:18.387000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:18.387074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:18.456954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:18.458142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:18.458255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:18.458302] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:18.579802] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:18.580056] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:18.580108] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:18.580141] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:18.584086] [DEBUG] [FORECASTER] STXK: Forecast T+1@11:T+2@11: DOWN (p=16.71%)
[2025-11-20T23:13:18.584454] [INFO ] [FORECASTER] Completed predict_future for STXK
[2025-11-20T23:13:18.584663] [INFO ] [sig       ] STXK: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:18.728598] [INFO ] [LOCAL     ] Saved forecast: STXK	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/STXK.txt
[2025-11-20T23:13:18.728869] [INFO ] [sig       ] [1042/1341] Completed STXK in 0.4s | 2.71 sym/s | Total: 6.4m | ETA: 1.8m
[2025-11-20T23:13:18.728971] [INFO ] [sig       ] [1043/1341] Forecasting STXT...
[2025-11-20T23:13:18.729016] [INFO ] [sig       ] Generating forecast for: STXT
[2025-11-20T23:13:18.729062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXT' from 'https://tdm.silogroup.org/data/derivative_storage/STXT.csv'.
[2025-11-20T23:13:18.741764] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STXT'.
[2025-11-20T23:13:18.742159] [INFO ] [FORECASTER] Starting predict_future for STXT
[2025-11-20T23:13:18.743033] [DEBUG] [LOCAL     ] No optimal features file found for STXT: ./output/feature-sets/STXT.txt
[2025-11-20T23:13:18.743104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:18.743151] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:18.743194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:18.743302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:18.811055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:18.812181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:18.812314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:18.812365] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:18.942024] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:18.942284] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:18.942334] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:18.942396] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:18.946327] [DEBUG] [FORECASTER] STXT: Forecast T+1@11:T+2@11: UP (p=81.66%)
[2025-11-20T23:13:18.946697] [INFO ] [FORECASTER] Completed predict_future for STXT
[2025-11-20T23:13:18.946890] [INFO ] [sig       ] STXT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:19.091786] [INFO ] [LOCAL     ] Saved forecast: STXT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/STXT.txt
[2025-11-20T23:13:19.092081] [INFO ] [sig       ] [1043/1341] Completed STXT in 0.4s | 2.71 sym/s | Total: 6.4m | ETA: 1.8m
[2025-11-20T23:13:19.092145] [INFO ] [sig       ] [1044/1341] Forecasting STXV...
[2025-11-20T23:13:19.092192] [INFO ] [sig       ] Generating forecast for: STXV
[2025-11-20T23:13:19.092241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXV' from 'https://tdm.silogroup.org/data/derivative_storage/STXV.csv'.
[2025-11-20T23:13:19.104906] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STXV'.
[2025-11-20T23:13:19.105419] [INFO ] [FORECASTER] Starting predict_future for STXV
[2025-11-20T23:13:19.106324] [DEBUG] [LOCAL     ] No optimal features file found for STXV: ./output/feature-sets/STXV.txt
[2025-11-20T23:13:19.106395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:19.106444] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:19.106486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:19.106559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:19.176321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:19.177499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:19.177617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:19.177686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:19.297968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:19.298221] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:19.298277] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:19.298310] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:19.302337] [DEBUG] [FORECASTER] STXV: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-11-20T23:13:19.302742] [INFO ] [FORECASTER] Completed predict_future for STXV
[2025-11-20T23:13:19.302932] [INFO ] [sig       ] STXV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:19.444282] [INFO ] [LOCAL     ] Saved forecast: STXV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/STXV.txt
[2025-11-20T23:13:19.444516] [INFO ] [sig       ] [1044/1341] Completed STXV in 0.4s | 2.71 sym/s | Total: 6.4m | ETA: 1.8m
[2025-11-20T23:13:19.444601] [INFO ] [sig       ] [1045/1341] Forecasting STZ...
[2025-11-20T23:13:19.444740] [INFO ] [sig       ] Generating forecast for: STZ
[2025-11-20T23:13:19.444794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STZ' from 'https://tdm.silogroup.org/data/derivative_storage/STZ.csv'.
[2025-11-20T23:13:19.458501] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'STZ'.
[2025-11-20T23:13:19.459010] [INFO ] [FORECASTER] Starting predict_future for STZ
[2025-11-20T23:13:19.459903] [DEBUG] [LOCAL     ] No optimal features file found for STZ: ./output/feature-sets/STZ.txt
[2025-11-20T23:13:19.459973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:19.460022] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:19.460064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:19.460137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:19.528756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:19.529961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:19.530083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:19.530135] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:19.655083] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:19.655342] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:19.655396] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:19.655431] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:19.659387] [DEBUG] [FORECASTER] STZ: Forecast T+1@11:T+2@11: DOWN (p=10.41%)
[2025-11-20T23:13:19.659739] [INFO ] [FORECASTER] Completed predict_future for STZ
[2025-11-20T23:13:19.659918] [INFO ] [sig       ] STZ: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:19.806097] [INFO ] [LOCAL     ] Saved forecast: STZ	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/STZ.txt
[2025-11-20T23:13:19.806343] [INFO ] [sig       ] [1045/1341] Completed STZ in 0.4s | 2.71 sym/s | Total: 6.4m | ETA: 1.8m
[2025-11-20T23:13:19.806429] [INFO ] [sig       ] [1046/1341] Forecasting SU...
[2025-11-20T23:13:19.806480] [INFO ] [sig       ] Generating forecast for: SU
[2025-11-20T23:13:19.806529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SU' from 'https://tdm.silogroup.org/data/derivative_storage/SU.csv'.
[2025-11-20T23:13:19.819850] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SU'.
[2025-11-20T23:13:19.820355] [INFO ] [FORECASTER] Starting predict_future for SU
[2025-11-20T23:13:19.821293] [DEBUG] [LOCAL     ] No optimal features file found for SU: ./output/feature-sets/SU.txt
[2025-11-20T23:13:19.821365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:19.821424] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:19.821467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:19.821575] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:19.900034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:19.901436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:19.901574] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:19.901638] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:20.042725] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:20.042979] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:20.043060] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:20.043107] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:20.047140] [DEBUG] [FORECASTER] SU: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-11-20T23:13:20.047511] [INFO ] [FORECASTER] Completed predict_future for SU
[2025-11-20T23:13:20.047700] [INFO ] [sig       ] SU: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:20.194464] [INFO ] [LOCAL     ] Saved forecast: SU	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SU.txt
[2025-11-20T23:13:20.194731] [INFO ] [sig       ] [1046/1341] Completed SU in 0.4s | 2.71 sym/s | Total: 6.4m | ETA: 1.8m
[2025-11-20T23:13:20.194819] [INFO ] [sig       ] [1047/1341] Forecasting SUI...
[2025-11-20T23:13:20.194869] [INFO ] [sig       ] Generating forecast for: SUI
[2025-11-20T23:13:20.194915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-11-20T23:13:20.208310] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SUI'.
[2025-11-20T23:13:20.208873] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-11-20T23:13:20.209800] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-11-20T23:13:20.209871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:20.209920] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:20.209971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:20.210057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:20.277099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:20.278220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:20.278329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:20.278392] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:20.412133] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:20.412404] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:20.412458] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:20.412495] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:20.416553] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=8.27%)
[2025-11-20T23:13:20.417055] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-11-20T23:13:20.417256] [INFO ] [sig       ] SUI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:20.561005] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SUI.txt
[2025-11-20T23:13:20.561266] [INFO ] [sig       ] [1047/1341] Completed SUI in 0.4s | 2.71 sym/s | Total: 6.4m | ETA: 1.8m
[2025-11-20T23:13:20.561363] [INFO ] [sig       ] [1048/1341] Forecasting SUN...
[2025-11-20T23:13:20.561423] [INFO ] [sig       ] Generating forecast for: SUN
[2025-11-20T23:13:20.561482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-11-20T23:13:20.575455] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SUN'.
[2025-11-20T23:13:20.576071] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-11-20T23:13:20.580369] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-11-20T23:13:20.580520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:20.580610] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:20.580684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:20.580767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:20.650603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:20.651902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:20.652051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:20.652102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:20.772340] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:20.772600] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:20.772671] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:20.772716] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:20.776675] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: UP (p=89.20%)
[2025-11-20T23:13:20.777087] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-11-20T23:13:20.777256] [INFO ] [sig       ] SUN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:20.928828] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SUN.txt
[2025-11-20T23:13:20.929180] [INFO ] [sig       ] [1048/1341] Completed SUN in 0.4s | 2.71 sym/s | Total: 6.4m | ETA: 1.8m
[2025-11-20T23:13:20.929253] [INFO ] [sig       ] [1049/1341] Forecasting SUPV...
[2025-11-20T23:13:20.929301] [INFO ] [sig       ] Generating forecast for: SUPV
[2025-11-20T23:13:20.929347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPV' from 'https://tdm.silogroup.org/data/derivative_storage/SUPV.csv'.
[2025-11-20T23:13:20.943865] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SUPV'.
[2025-11-20T23:13:20.944454] [INFO ] [FORECASTER] Starting predict_future for SUPV
[2025-11-20T23:13:20.945420] [DEBUG] [LOCAL     ] No optimal features file found for SUPV: ./output/feature-sets/SUPV.txt
[2025-11-20T23:13:20.945497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:20.945545] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:20.945589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:20.945827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:21.014974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:21.016161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:21.016278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:21.016323] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:21.138513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:21.138801] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:21.138887] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:21.138933] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:21.142886] [DEBUG] [FORECASTER] SUPV: Forecast T+1@11:T+2@11: DOWN (p=43.63%)
[2025-11-20T23:13:21.143250] [INFO ] [FORECASTER] Completed predict_future for SUPV
[2025-11-20T23:13:21.143430] [INFO ] [sig       ] SUPV: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:21.363863] [INFO ] [LOCAL     ] Saved forecast: SUPV	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SUPV.txt
[2025-11-20T23:13:21.364134] [INFO ] [sig       ] [1049/1341] Completed SUPV in 0.4s | 2.71 sym/s | Total: 6.4m | ETA: 1.8m
[2025-11-20T23:13:21.364195] [INFO ] [sig       ] [1050/1341] Forecasting SUZ...
[2025-11-20T23:13:21.364271] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-11-20T23:13:21.364323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-11-20T23:13:21.377940] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SUZ'.
[2025-11-20T23:13:21.378367] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-11-20T23:13:21.379216] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-11-20T23:13:21.379285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:21.379355] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:21.379398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:21.379467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:21.446633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:21.447359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:21.447472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:21.447525] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:21.572458] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:21.572607] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:21.572672] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:21.572731] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:21.576062] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: UP (p=66.48%)
[2025-11-20T23:13:21.576514] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-11-20T23:13:21.576762] [INFO ] [sig       ] SUZ: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:21.719415] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SUZ.txt
[2025-11-20T23:13:21.719664] [INFO ] [sig       ] [1050/1341] Completed SUZ in 0.4s | 2.71 sym/s | Total: 6.4m | ETA: 1.8m
[2025-11-20T23:13:21.719720] [INFO ] [sig       ] [1051/1341] Forecasting SVV...
[2025-11-20T23:13:21.719792] [INFO ] [sig       ] Generating forecast for: SVV
[2025-11-20T23:13:21.719827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVV' from 'https://tdm.silogroup.org/data/derivative_storage/SVV.csv'.
[2025-11-20T23:13:21.731418] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SVV'.
[2025-11-20T23:13:21.731781] [INFO ] [FORECASTER] Starting predict_future for SVV
[2025-11-20T23:13:21.732617] [DEBUG] [LOCAL     ] No optimal features file found for SVV: ./output/feature-sets/SVV.txt
[2025-11-20T23:13:21.732707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:21.732754] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:21.732796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:21.732864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:21.799985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:21.800680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:21.800772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:21.800817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:21.923707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:21.923907] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:21.923954] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:21.923988] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:21.927511] [DEBUG] [FORECASTER] SVV: Forecast T+1@11:T+2@11: DOWN (p=20.54%)
[2025-11-20T23:13:21.927837] [INFO ] [FORECASTER] Completed predict_future for SVV
[2025-11-20T23:13:21.927991] [INFO ] [sig       ] SVV: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:22.069054] [INFO ] [LOCAL     ] Saved forecast: SVV	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SVV.txt
[2025-11-20T23:13:22.069195] [INFO ] [sig       ] [1051/1341] Completed SVV in 0.3s | 2.71 sym/s | Total: 6.5m | ETA: 1.8m
[2025-11-20T23:13:22.069244] [INFO ] [sig       ] [1052/1341] Forecasting SWK...
[2025-11-20T23:13:22.069287] [INFO ] [sig       ] Generating forecast for: SWK
[2025-11-20T23:13:22.069328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-11-20T23:13:22.080516] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SWK'.
[2025-11-20T23:13:22.080893] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-11-20T23:13:22.081688] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-11-20T23:13:22.081758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:22.081804] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:22.081845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:22.081914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:22.149481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:22.150408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:22.150512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:22.150560] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:22.271097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:22.271237] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:22.271279] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:22.271312] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:22.274565] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=8.20%)
[2025-11-20T23:13:22.275055] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-11-20T23:13:22.275270] [INFO ] [sig       ] SWK: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:22.415602] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SWK.txt
[2025-11-20T23:13:22.415782] [INFO ] [sig       ] [1052/1341] Completed SWK in 0.3s | 2.71 sym/s | Total: 6.5m | ETA: 1.8m
[2025-11-20T23:13:22.415836] [INFO ] [sig       ] [1053/1341] Forecasting SWZ...
[2025-11-20T23:13:22.415883] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-11-20T23:13:22.415953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-11-20T23:13:22.426434] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SWZ'.
[2025-11-20T23:13:22.426743] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-11-20T23:13:22.427538] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-11-20T23:13:22.427608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:22.427675] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:22.427720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:22.427804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:22.495285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:22.496140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:22.496240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:22.496299] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:22.607404] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:22.607601] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:22.607668] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:22.607719] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:22.611247] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: DOWN (p=30.65%)
[2025-11-20T23:13:22.611542] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-11-20T23:13:22.611701] [INFO ] [sig       ] SWZ: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:22.751698] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SWZ.txt
[2025-11-20T23:13:22.751857] [INFO ] [sig       ] [1053/1341] Completed SWZ in 0.3s | 2.71 sym/s | Total: 6.5m | ETA: 1.8m
[2025-11-20T23:13:22.751909] [INFO ] [sig       ] [1054/1341] Forecasting SXC...
[2025-11-20T23:13:22.751948] [INFO ] [sig       ] Generating forecast for: SXC
[2025-11-20T23:13:22.751999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-11-20T23:13:22.763404] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SXC'.
[2025-11-20T23:13:22.763750] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-11-20T23:13:22.764540] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-11-20T23:13:22.764611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:22.764682] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:22.764735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:22.764807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:22.831051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:22.831742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:22.831838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:22.831898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:22.960665] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:22.960812] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:22.960855] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:22.960888] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:22.964402] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=77.25%)
[2025-11-20T23:13:22.964710] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-11-20T23:13:22.964861] [INFO ] [sig       ] SXC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:23.105193] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SXC.txt
[2025-11-20T23:13:23.105332] [INFO ] [sig       ] [1054/1341] Completed SXC in 0.4s | 2.71 sym/s | Total: 6.5m | ETA: 1.8m
[2025-11-20T23:13:23.105384] [INFO ] [sig       ] [1055/1341] Forecasting SXI...
[2025-11-20T23:13:23.105426] [INFO ] [sig       ] Generating forecast for: SXI
[2025-11-20T23:13:23.105469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-11-20T23:13:23.117962] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SXI'.
[2025-11-20T23:13:23.118331] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-11-20T23:13:23.119131] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-11-20T23:13:23.119201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:23.119248] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:23.119287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:23.119359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:23.188894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:23.190300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:23.190437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:23.190489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:23.317837] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:23.317967] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:23.318013] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:23.318047] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:23.321618] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=13.56%)
[2025-11-20T23:13:23.321968] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-11-20T23:13:23.322153] [INFO ] [sig       ] SXI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:23.461041] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/SXI.txt
[2025-11-20T23:13:23.461206] [INFO ] [sig       ] [1055/1341] Completed SXI in 0.4s | 2.71 sym/s | Total: 6.5m | ETA: 1.8m
[2025-11-20T23:13:23.461264] [INFO ] [sig       ] [1056/1341] Forecasting SXT...
[2025-11-20T23:13:23.461312] [INFO ] [sig       ] Generating forecast for: SXT
[2025-11-20T23:13:23.461381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXT' from 'https://tdm.silogroup.org/data/derivative_storage/SXT.csv'.
[2025-11-20T23:13:23.473622] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SXT'.
[2025-11-20T23:13:23.473958] [INFO ] [FORECASTER] Starting predict_future for SXT
[2025-11-20T23:13:23.474820] [DEBUG] [LOCAL     ] No optimal features file found for SXT: ./output/feature-sets/SXT.txt
[2025-11-20T23:13:23.474891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:23.474938] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:23.474979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:23.475048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:23.541390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:23.542393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:23.542514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:23.542573] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:23.672370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:23.672602] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:23.672675] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:23.672721] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:23.676304] [DEBUG] [FORECASTER] SXT: Forecast T+1@11:T+2@11: UP (p=92.31%)
[2025-11-20T23:13:23.676612] [INFO ] [FORECASTER] Completed predict_future for SXT
[2025-11-20T23:13:23.676780] [INFO ] [sig       ] SXT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:23.815852] [INFO ] [LOCAL     ] Saved forecast: SXT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SXT.txt
[2025-11-20T23:13:23.815996] [INFO ] [sig       ] [1056/1341] Completed SXT in 0.4s | 2.71 sym/s | Total: 6.5m | ETA: 1.8m
[2025-11-20T23:13:23.816047] [INFO ] [sig       ] [1057/1341] Forecasting SYF...
[2025-11-20T23:13:23.816091] [INFO ] [sig       ] Generating forecast for: SYF
[2025-11-20T23:13:23.816135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-11-20T23:13:23.827937] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SYF'.
[2025-11-20T23:13:23.828267] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-11-20T23:13:23.829086] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-11-20T23:13:23.829156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:23.829203] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:23.829243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:23.829314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:23.896770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:23.897392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:23.897488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:23.897535] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:24.022504] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:24.022682] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:24.022732] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:24.022765] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:24.026152] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=85.76%)
[2025-11-20T23:13:24.026451] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-11-20T23:13:24.026598] [INFO ] [sig       ] SYF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:24.167039] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SYF.txt
[2025-11-20T23:13:24.167211] [INFO ] [sig       ] [1057/1341] Completed SYF in 0.4s | 2.71 sym/s | Total: 6.5m | ETA: 1.7m
[2025-11-20T23:13:24.167284] [INFO ] [sig       ] [1058/1341] Forecasting SYK...
[2025-11-20T23:13:24.167383] [INFO ] [sig       ] Generating forecast for: SYK
[2025-11-20T23:13:24.167458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-11-20T23:13:24.179734] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SYK'.
[2025-11-20T23:13:24.180080] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-11-20T23:13:24.180899] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-11-20T23:13:24.180969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:24.181015] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:24.181056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:24.181128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:24.250980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:24.251731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:24.251829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:24.251877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:24.370842] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:24.370980] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:24.371021] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:24.371053] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:24.374320] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=64.59%)
[2025-11-20T23:13:24.374829] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-11-20T23:13:24.375049] [INFO ] [sig       ] SYK: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:24.514386] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SYK.txt
[2025-11-20T23:13:24.514523] [INFO ] [sig       ] [1058/1341] Completed SYK in 0.3s | 2.71 sym/s | Total: 6.5m | ETA: 1.7m
[2025-11-20T23:13:24.514585] [INFO ] [sig       ] [1059/1341] Forecasting SYY...
[2025-11-20T23:13:24.514633] [INFO ] [sig       ] Generating forecast for: SYY
[2025-11-20T23:13:24.514700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-11-20T23:13:24.526197] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'SYY'.
[2025-11-20T23:13:24.526507] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-11-20T23:13:24.527324] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-11-20T23:13:24.527396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:24.527443] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:24.527489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:24.527573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:24.594397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:24.595100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:24.595199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:24.595246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:24.718438] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:24.718585] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:24.718630] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:24.718685] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:24.721952] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: UP (p=60.73%)
[2025-11-20T23:13:24.722247] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-11-20T23:13:24.722404] [INFO ] [sig       ] SYY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:24.861468] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/SYY.txt
[2025-11-20T23:13:24.861606] [INFO ] [sig       ] [1059/1341] Completed SYY in 0.3s | 2.71 sym/s | Total: 6.5m | ETA: 1.7m
[2025-11-20T23:13:24.861679] [INFO ] [sig       ] [1060/1341] Forecasting T...
[2025-11-20T23:13:24.861728] [INFO ] [sig       ] Generating forecast for: T
[2025-11-20T23:13:24.861771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'T' from 'https://tdm.silogroup.org/data/derivative_storage/T.csv'.
[2025-11-20T23:13:24.873519] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'T'.
[2025-11-20T23:13:24.873854] [INFO ] [FORECASTER] Starting predict_future for T
[2025-11-20T23:13:24.874634] [DEBUG] [LOCAL     ] No optimal features file found for T: ./output/feature-sets/T.txt
[2025-11-20T23:13:24.874730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:24.874776] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:24.874817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:24.874886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:24.941040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:24.941670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:24.941766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:24.941813] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:25.069065] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:25.069184] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:25.069224] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:25.069257] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:25.072517] [DEBUG] [FORECASTER] T: Forecast T+1@11:T+2@11: UP (p=97.71%)
[2025-11-20T23:13:25.072842] [INFO ] [FORECASTER] Completed predict_future for T
[2025-11-20T23:13:25.073023] [INFO ] [sig       ] T: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:25.215736] [INFO ] [LOCAL     ] Saved forecast: T	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/T.txt
[2025-11-20T23:13:25.215875] [INFO ] [sig       ] [1060/1341] Completed T in 0.4s | 2.71 sym/s | Total: 6.5m | ETA: 1.7m
[2025-11-20T23:13:25.215931] [INFO ] [sig       ] [1061/1341] Forecasting TAC...
[2025-11-20T23:13:25.215974] [INFO ] [sig       ] Generating forecast for: TAC
[2025-11-20T23:13:25.216017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-11-20T23:13:25.228095] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TAC'.
[2025-11-20T23:13:25.228399] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-11-20T23:13:25.229227] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-11-20T23:13:25.229299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:25.229350] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:25.229392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:25.229463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:25.296507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:25.297196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:25.297294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:25.297342] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:25.418422] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:25.418590] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:25.418634] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:25.418707] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:25.422016] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: DOWN (p=4.81%)
[2025-11-20T23:13:25.422448] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-11-20T23:13:25.422692] [INFO ] [sig       ] TAC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:25.562245] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TAC.txt
[2025-11-20T23:13:25.562379] [INFO ] [sig       ] [1061/1341] Completed TAC in 0.3s | 2.71 sym/s | Total: 6.5m | ETA: 1.7m
[2025-11-20T23:13:25.562432] [INFO ] [sig       ] [1062/1341] Forecasting TAK...
[2025-11-20T23:13:25.562484] [INFO ] [sig       ] Generating forecast for: TAK
[2025-11-20T23:13:25.562522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-11-20T23:13:25.574677] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TAK'.
[2025-11-20T23:13:25.574973] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-11-20T23:13:25.575761] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-11-20T23:13:25.575831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:25.575876] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:25.575918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:25.575987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:25.642786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:25.643400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:25.643498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:25.643549] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:25.767425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:25.767558] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:25.767601] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:25.767634] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:25.770933] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=64.20%)
[2025-11-20T23:13:25.771234] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-11-20T23:13:25.771388] [INFO ] [sig       ] TAK: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:25.910744] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TAK.txt
[2025-11-20T23:13:25.910882] [INFO ] [sig       ] [1062/1341] Completed TAK in 0.3s | 2.72 sym/s | Total: 6.5m | ETA: 1.7m
[2025-11-20T23:13:25.910937] [INFO ] [sig       ] [1063/1341] Forecasting TAL...
[2025-11-20T23:13:25.910980] [INFO ] [sig       ] Generating forecast for: TAL
[2025-11-20T23:13:25.911022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-11-20T23:13:25.923353] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TAL'.
[2025-11-20T23:13:25.923686] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-11-20T23:13:25.924459] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-11-20T23:13:25.924531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:25.924590] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:25.924633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:25.924732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:25.990782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:25.991397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:25.991494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:25.991541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:26.117741] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:26.117886] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:26.117929] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:26.117963] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:26.121290] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: UP (p=74.46%)
[2025-11-20T23:13:26.121610] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-11-20T23:13:26.121799] [INFO ] [sig       ] TAL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:26.264298] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TAL.txt
[2025-11-20T23:13:26.264435] [INFO ] [sig       ] [1063/1341] Completed TAL in 0.4s | 2.72 sym/s | Total: 6.5m | ETA: 1.7m
[2025-11-20T23:13:26.264492] [INFO ] [sig       ] [1064/1341] Forecasting TALO...
[2025-11-20T23:13:26.264535] [INFO ] [sig       ] Generating forecast for: TALO
[2025-11-20T23:13:26.264576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-11-20T23:13:26.277512] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TALO'.
[2025-11-20T23:13:26.277873] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-11-20T23:13:26.278725] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-11-20T23:13:26.278794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:26.278852] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:26.278895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:26.278974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:26.345723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:26.346342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:26.346440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:26.346501] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:26.474131] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:26.474267] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:26.474309] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:26.474342] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:26.477624] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=55.58%)
[2025-11-20T23:13:26.477965] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-11-20T23:13:26.478292] [INFO ] [sig       ] TALO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:26.621295] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TALO.txt
[2025-11-20T23:13:26.621503] [INFO ] [sig       ] [1064/1341] Completed TALO in 0.4s | 2.72 sym/s | Total: 6.5m | ETA: 1.7m
[2025-11-20T23:13:26.621611] [INFO ] [sig       ] [1065/1341] Forecasting TAP...
[2025-11-20T23:13:26.621734] [INFO ] [sig       ] Generating forecast for: TAP
[2025-11-20T23:13:26.621791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-11-20T23:13:26.633622] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TAP'.
[2025-11-20T23:13:26.633983] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-11-20T23:13:26.634786] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-11-20T23:13:26.634858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:26.634905] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:26.634946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:26.635018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:26.703199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:26.704132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:26.704236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:26.704285] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:26.831944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:26.832131] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:26.832178] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:26.832211] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:26.835695] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: UP (p=98.17%)
[2025-11-20T23:13:26.835996] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-11-20T23:13:26.836144] [INFO ] [sig       ] TAP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:26.982204] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TAP.txt
[2025-11-20T23:13:26.982370] [INFO ] [sig       ] [1065/1341] Completed TAP in 0.4s | 2.72 sym/s | Total: 6.5m | ETA: 1.7m
[2025-11-20T23:13:26.982425] [INFO ] [sig       ] [1066/1341] Forecasting TBB...
[2025-11-20T23:13:26.982495] [INFO ] [sig       ] Generating forecast for: TBB
[2025-11-20T23:13:26.982543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-11-20T23:13:26.994317] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TBB'.
[2025-11-20T23:13:26.994624] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-11-20T23:13:26.995454] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-11-20T23:13:26.995526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:26.995576] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:26.995621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:26.995713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:27.061888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:27.062516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:27.062616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:27.062686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:27.187541] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:27.187694] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:27.187746] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:27.187780] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:27.191069] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=56.35%)
[2025-11-20T23:13:27.191364] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-11-20T23:13:27.191511] [INFO ] [sig       ] TBB: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:27.332240] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TBB.txt
[2025-11-20T23:13:27.332381] [INFO ] [sig       ] [1066/1341] Completed TBB in 0.3s | 2.72 sym/s | Total: 6.5m | ETA: 1.7m
[2025-11-20T23:13:27.332437] [INFO ] [sig       ] [1067/1341] Forecasting TBI...
[2025-11-20T23:13:27.332491] [INFO ] [sig       ] Generating forecast for: TBI
[2025-11-20T23:13:27.332536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-11-20T23:13:27.344359] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TBI'.
[2025-11-20T23:13:27.344692] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-11-20T23:13:27.345465] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-11-20T23:13:27.345536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:27.345582] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:27.345623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:27.345722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:27.412790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:27.413413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:27.413517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:27.413565] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:27.541784] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:27.541913] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:27.541954] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:27.541986] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:27.545361] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-11-20T23:13:27.545816] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-11-20T23:13:27.546038] [INFO ] [sig       ] TBI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:27.688715] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TBI.txt
[2025-11-20T23:13:27.688858] [INFO ] [sig       ] [1067/1341] Completed TBI in 0.4s | 2.72 sym/s | Total: 6.5m | ETA: 1.7m
[2025-11-20T23:13:27.688917] [INFO ] [sig       ] [1068/1341] Forecasting TCBX...
[2025-11-20T23:13:27.688960] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-11-20T23:13:27.689023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-11-20T23:13:27.700579] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TCBX'.
[2025-11-20T23:13:27.700922] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-11-20T23:13:27.701724] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-11-20T23:13:27.701794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:27.701841] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:27.701882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:27.701951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:27.771220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:27.772311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:27.772424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:27.772473] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:27.894154] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:27.894382] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:27.894437] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:27.894471] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:27.898430] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: UP (p=95.22%)
[2025-11-20T23:13:27.898795] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-11-20T23:13:27.898998] [INFO ] [sig       ] TCBX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:28.039508] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TCBX.txt
[2025-11-20T23:13:28.039757] [INFO ] [sig       ] [1068/1341] Completed TCBX in 0.4s | 2.72 sym/s | Total: 6.6m | ETA: 1.7m
[2025-11-20T23:13:28.039821] [INFO ] [sig       ] [1069/1341] Forecasting TD...
[2025-11-20T23:13:28.039897] [INFO ] [sig       ] Generating forecast for: TD
[2025-11-20T23:13:28.039934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-11-20T23:13:28.052973] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TD'.
[2025-11-20T23:13:28.053383] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-11-20T23:13:28.054316] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-11-20T23:13:28.054388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:28.054441] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:28.054495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:28.054605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:28.120980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:28.121860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:28.121961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:28.122059] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:28.248042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:28.248258] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:28.248311] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:28.248345] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:28.252510] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-11-20T23:13:28.252871] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-11-20T23:13:28.253075] [INFO ] [sig       ] TD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:28.396474] [INFO ] [LOCAL     ] Saved forecast: TD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TD.txt
[2025-11-20T23:13:28.396691] [INFO ] [sig       ] [1069/1341] Completed TD in 0.4s | 2.72 sym/s | Total: 6.6m | ETA: 1.7m
[2025-11-20T23:13:28.396778] [INFO ] [sig       ] [1070/1341] Forecasting TDC...
[2025-11-20T23:13:28.396822] [INFO ] [sig       ] Generating forecast for: TDC
[2025-11-20T23:13:28.396869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-11-20T23:13:28.409714] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TDC'.
[2025-11-20T23:13:28.410174] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-11-20T23:13:28.411188] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-11-20T23:13:28.411260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:28.411320] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:28.411365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:28.411445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:28.478112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:28.479281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:28.479397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:28.479464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:28.611428] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:28.611660] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:28.611736] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:28.611798] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:28.615696] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=78.80%)
[2025-11-20T23:13:28.616030] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-11-20T23:13:28.616222] [INFO ] [sig       ] TDC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:28.755322] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TDC.txt
[2025-11-20T23:13:28.755505] [INFO ] [sig       ] [1070/1341] Completed TDC in 0.4s | 2.72 sym/s | Total: 6.6m | ETA: 1.7m
[2025-11-20T23:13:28.755591] [INFO ] [sig       ] [1071/1341] Forecasting TDF...
[2025-11-20T23:13:28.755744] [INFO ] [sig       ] Generating forecast for: TDF
[2025-11-20T23:13:28.755796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-11-20T23:13:28.770280] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TDF'.
[2025-11-20T23:13:28.770969] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-11-20T23:13:28.772079] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-11-20T23:13:28.772155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:28.772223] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:28.772305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:28.772393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:28.845592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:28.846962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:28.847101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:28.847167] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:28.976059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:28.976333] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:28.976392] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:28.976430] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:28.980846] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=99.68%)
[2025-11-20T23:13:28.981234] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-11-20T23:13:28.981439] [INFO ] [sig       ] TDF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:29.127604] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TDF.txt
[2025-11-20T23:13:29.127896] [INFO ] [sig       ] [1071/1341] Completed TDF in 0.4s | 2.72 sym/s | Total: 6.6m | ETA: 1.7m
[2025-11-20T23:13:29.127977] [INFO ] [sig       ] [1072/1341] Forecasting TDG...
[2025-11-20T23:13:29.128037] [INFO ] [sig       ] Generating forecast for: TDG
[2025-11-20T23:13:29.128084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-11-20T23:13:29.143076] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TDG'.
[2025-11-20T23:13:29.143810] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-11-20T23:13:29.144872] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-11-20T23:13:29.144947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:29.145000] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:29.145046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:29.145122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:29.217509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:29.218706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:29.218825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:29.218913] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:29.340733] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:29.341013] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:29.341070] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:29.341108] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:29.345246] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: DOWN (p=36.33%)
[2025-11-20T23:13:29.345612] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-11-20T23:13:29.345801] [INFO ] [sig       ] TDG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:29.491184] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TDG.txt
[2025-11-20T23:13:29.491479] [INFO ] [sig       ] [1072/1341] Completed TDG in 0.4s | 2.72 sym/s | Total: 6.6m | ETA: 1.7m
[2025-11-20T23:13:29.491537] [INFO ] [sig       ] [1073/1341] Forecasting TDOC...
[2025-11-20T23:13:29.491584] [INFO ] [sig       ] Generating forecast for: TDOC
[2025-11-20T23:13:29.491630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'.
[2025-11-20T23:13:29.505988] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TDOC'.
[2025-11-20T23:13:29.506562] [INFO ] [FORECASTER] Starting predict_future for TDOC
[2025-11-20T23:13:29.507674] [DEBUG] [LOCAL     ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt
[2025-11-20T23:13:29.507747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:29.507800] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:29.507842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:29.507933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:29.579336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:29.580696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:29.580827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:29.580906] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:29.703388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:29.703675] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:29.703765] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:29.703814] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:29.708119] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: DOWN (p=25.52%)
[2025-11-20T23:13:29.708549] [INFO ] [FORECASTER] Completed predict_future for TDOC
[2025-11-20T23:13:29.708754] [INFO ] [sig       ] TDOC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:29.861902] [INFO ] [LOCAL     ] Saved forecast: TDOC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TDOC.txt
[2025-11-20T23:13:29.862224] [INFO ] [sig       ] [1073/1341] Completed TDOC in 0.4s | 2.72 sym/s | Total: 6.6m | ETA: 1.6m
[2025-11-20T23:13:29.862346] [INFO ] [sig       ] [1074/1341] Forecasting TDS...
[2025-11-20T23:13:29.862387] [INFO ] [sig       ] Generating forecast for: TDS
[2025-11-20T23:13:29.862428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-11-20T23:13:29.876617] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TDS'.
[2025-11-20T23:13:29.877232] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-11-20T23:13:29.878223] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-11-20T23:13:29.878299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:29.878362] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:29.878408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:29.878524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:29.948174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:29.949408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:29.949573] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:29.949629] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:30.085927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:30.086192] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:30.086245] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:30.086282] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:30.090305] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-11-20T23:13:30.090872] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-11-20T23:13:30.091117] [INFO ] [sig       ] TDS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:30.235420] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TDS.txt
[2025-11-20T23:13:30.235702] [INFO ] [sig       ] [1074/1341] Completed TDS in 0.4s | 2.72 sym/s | Total: 6.6m | ETA: 1.6m
[2025-11-20T23:13:30.235764] [INFO ] [sig       ] [1075/1341] Forecasting TDW...
[2025-11-20T23:13:30.235832] [INFO ] [sig       ] Generating forecast for: TDW
[2025-11-20T23:13:30.235871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDW' from 'https://tdm.silogroup.org/data/derivative_storage/TDW.csv'.
[2025-11-20T23:13:30.249974] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TDW'.
[2025-11-20T23:13:30.250531] [INFO ] [FORECASTER] Starting predict_future for TDW
[2025-11-20T23:13:30.251479] [DEBUG] [LOCAL     ] No optimal features file found for TDW: ./output/feature-sets/TDW.txt
[2025-11-20T23:13:30.251553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:30.251603] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:30.251669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:30.251748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:30.319768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:30.320911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:30.321025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:30.321075] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:30.447373] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:30.447663] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:30.447728] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:30.447762] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:30.452093] [DEBUG] [FORECASTER] TDW: Forecast T+1@11:T+2@11: DOWN (p=34.07%)
[2025-11-20T23:13:30.452453] [INFO ] [FORECASTER] Completed predict_future for TDW
[2025-11-20T23:13:30.452617] [INFO ] [sig       ] TDW: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:30.594904] [INFO ] [LOCAL     ] Saved forecast: TDW	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TDW.txt
[2025-11-20T23:13:30.595185] [INFO ] [sig       ] [1075/1341] Completed TDW in 0.4s | 2.72 sym/s | Total: 6.6m | ETA: 1.6m
[2025-11-20T23:13:30.595240] [INFO ] [sig       ] [1076/1341] Forecasting TDY...
[2025-11-20T23:13:30.595287] [INFO ] [sig       ] Generating forecast for: TDY
[2025-11-20T23:13:30.595333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-11-20T23:13:30.609579] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TDY'.
[2025-11-20T23:13:30.610170] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-11-20T23:13:30.611116] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-11-20T23:13:30.611208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:30.611258] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:30.611300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:30.611374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:30.678082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:30.679121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:30.679234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:30.679284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:30.809780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:30.810042] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:30.810093] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:30.810127] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:30.814106] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: UP (p=82.99%)
[2025-11-20T23:13:30.814446] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-11-20T23:13:30.814629] [INFO ] [sig       ] TDY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:30.960210] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TDY.txt
[2025-11-20T23:13:30.960442] [INFO ] [sig       ] [1076/1341] Completed TDY in 0.4s | 2.72 sym/s | Total: 6.6m | ETA: 1.6m
[2025-11-20T23:13:30.960503] [INFO ] [sig       ] [1077/1341] Forecasting TECK...
[2025-11-20T23:13:30.960550] [INFO ] [sig       ] Generating forecast for: TECK
[2025-11-20T23:13:30.960626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-11-20T23:13:30.974765] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TECK'.
[2025-11-20T23:13:30.975370] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-11-20T23:13:30.976370] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-11-20T23:13:30.976453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:30.976506] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:30.976548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:30.976678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:31.049424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:31.050606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:31.050780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:31.050835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:31.180413] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:31.180706] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:31.180794] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:31.180840] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:31.184790] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=84.06%)
[2025-11-20T23:13:31.185153] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-11-20T23:13:31.185336] [INFO ] [sig       ] TECK: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:31.330850] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TECK.txt
[2025-11-20T23:13:31.331179] [INFO ] [sig       ] [1077/1341] Completed TECK in 0.4s | 2.72 sym/s | Total: 6.6m | ETA: 1.6m
[2025-11-20T23:13:31.331319] [INFO ] [sig       ] [1078/1341] Forecasting TEF...
[2025-11-20T23:13:31.331394] [INFO ] [sig       ] Generating forecast for: TEF
[2025-11-20T23:13:31.331459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-11-20T23:13:31.345949] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TEF'.
[2025-11-20T23:13:31.346535] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-11-20T23:13:31.347497] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-11-20T23:13:31.347574] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:31.347628] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:31.347712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:31.347800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:31.416633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:31.417913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:31.418036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:31.418091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:31.546552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:31.546822] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:31.546901] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:31.546939] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:31.551116] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: DOWN (p=36.91%)
[2025-11-20T23:13:31.551515] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-11-20T23:13:31.551704] [INFO ] [sig       ] TEF: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:31.695209] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TEF.txt
[2025-11-20T23:13:31.695424] [INFO ] [sig       ] [1078/1341] Completed TEF in 0.4s | 2.72 sym/s | Total: 6.6m | ETA: 1.6m
[2025-11-20T23:13:31.695507] [INFO ] [sig       ] [1079/1341] Forecasting TEI...
[2025-11-20T23:13:31.695544] [INFO ] [sig       ] Generating forecast for: TEI
[2025-11-20T23:13:31.695579] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-11-20T23:13:31.709755] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TEI'.
[2025-11-20T23:13:31.710302] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-11-20T23:13:31.711258] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-11-20T23:13:31.711330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:31.711377] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:31.711419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:31.711491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:31.781114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:31.782610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:31.782847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:31.782924] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:31.911092] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:31.911359] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:31.911414] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:31.911449] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:31.915906] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=41.62%)
[2025-11-20T23:13:31.916264] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-11-20T23:13:31.916426] [INFO ] [sig       ] TEI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:32.058261] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TEI.txt
[2025-11-20T23:13:32.058491] [INFO ] [sig       ] [1079/1341] Completed TEI in 0.4s | 2.72 sym/s | Total: 6.6m | ETA: 1.6m
[2025-11-20T23:13:32.058549] [INFO ] [sig       ] [1080/1341] Forecasting TEL...
[2025-11-20T23:13:32.058585] [INFO ] [sig       ] Generating forecast for: TEL
[2025-11-20T23:13:32.058680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEL' from 'https://tdm.silogroup.org/data/derivative_storage/TEL.csv'.
[2025-11-20T23:13:32.073034] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TEL'.
[2025-11-20T23:13:32.073599] [INFO ] [FORECASTER] Starting predict_future for TEL
[2025-11-20T23:13:32.074535] [DEBUG] [LOCAL     ] No optimal features file found for TEL: ./output/feature-sets/TEL.txt
[2025-11-20T23:13:32.074609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:32.074679] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:32.074725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:32.074799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:32.142835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:32.144034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:32.144145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:32.144208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:32.266772] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:32.267065] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:32.267122] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:32.267158] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:32.271186] [DEBUG] [FORECASTER] TEL: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-11-20T23:13:32.271568] [INFO ] [FORECASTER] Completed predict_future for TEL
[2025-11-20T23:13:32.271762] [INFO ] [sig       ] TEL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:32.418788] [INFO ] [LOCAL     ] Saved forecast: TEL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TEL.txt
[2025-11-20T23:13:32.419079] [INFO ] [sig       ] [1080/1341] Completed TEL in 0.4s | 2.72 sym/s | Total: 6.6m | ETA: 1.6m
[2025-11-20T23:13:32.419146] [INFO ] [sig       ] [1081/1341] Forecasting TEO...
[2025-11-20T23:13:32.419204] [INFO ] [sig       ] Generating forecast for: TEO
[2025-11-20T23:13:32.419252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-11-20T23:13:32.434040] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TEO'.
[2025-11-20T23:13:32.434659] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-11-20T23:13:32.435616] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-11-20T23:13:32.435714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:32.435764] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:32.435806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:32.435881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:32.509253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:32.510468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:32.510599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:32.510671] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:32.639065] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:32.639320] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:32.639377] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:32.639412] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:32.643514] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=84.85%)
[2025-11-20T23:13:32.643933] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-11-20T23:13:32.644114] [INFO ] [sig       ] TEO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:32.786035] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TEO.txt
[2025-11-20T23:13:32.786263] [INFO ] [sig       ] [1081/1341] Completed TEO in 0.4s | 2.72 sym/s | Total: 6.6m | ETA: 1.6m
[2025-11-20T23:13:32.786320] [INFO ] [sig       ] [1082/1341] Forecasting TEVA...
[2025-11-20T23:13:32.786367] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-11-20T23:13:32.786441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-11-20T23:13:32.800535] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TEVA'.
[2025-11-20T23:13:32.801043] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-11-20T23:13:32.801945] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-11-20T23:13:32.802014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:32.802060] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:32.802100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:32.802169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:32.869385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:32.870314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:32.870419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:32.870466] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:32.993726] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:32.993970] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:32.994020] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:32.994052] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:32.997966] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=11.18%)
[2025-11-20T23:13:32.998306] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-11-20T23:13:32.998474] [INFO ] [sig       ] TEVA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:33.140478] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TEVA.txt
[2025-11-20T23:13:33.140731] [INFO ] [sig       ] [1082/1341] Completed TEVA in 0.4s | 2.72 sym/s | Total: 6.6m | ETA: 1.6m
[2025-11-20T23:13:33.140793] [INFO ] [sig       ] [1083/1341] Forecasting TEX...
[2025-11-20T23:13:33.140862] [INFO ] [sig       ] Generating forecast for: TEX
[2025-11-20T23:13:33.140924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-11-20T23:13:33.154070] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TEX'.
[2025-11-20T23:13:33.154554] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-11-20T23:13:33.155680] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-11-20T23:13:33.155764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:33.155822] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:33.155878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:33.155959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:33.227910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:33.229133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:33.229253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:33.229302] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:33.355699] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:33.355948] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:33.356024] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:33.356061] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:33.360006] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=31.79%)
[2025-11-20T23:13:33.360377] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-11-20T23:13:33.360545] [INFO ] [sig       ] TEX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:33.502534] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TEX.txt
[2025-11-20T23:13:33.502783] [INFO ] [sig       ] [1083/1341] Completed TEX in 0.4s | 2.72 sym/s | Total: 6.6m | ETA: 1.6m
[2025-11-20T23:13:33.502866] [INFO ] [sig       ] [1084/1341] Forecasting TFC...
[2025-11-20T23:13:33.502917] [INFO ] [sig       ] Generating forecast for: TFC
[2025-11-20T23:13:33.502962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-11-20T23:13:33.517572] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TFC'.
[2025-11-20T23:13:33.518136] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-11-20T23:13:33.519105] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-11-20T23:13:33.519177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:33.519228] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:33.519271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:33.519344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:33.588732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:33.590001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:33.590122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:33.590172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:33.723843] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:33.724113] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:33.724165] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:33.724198] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:33.728323] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: UP (p=51.25%)
[2025-11-20T23:13:33.728685] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-11-20T23:13:33.728851] [INFO ] [sig       ] TFC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:33.880839] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TFC.txt
[2025-11-20T23:13:33.881447] [INFO ] [sig       ] [1084/1341] Completed TFC in 0.4s | 2.72 sym/s | Total: 6.7m | ETA: 1.6m
[2025-11-20T23:13:33.881522] [INFO ] [sig       ] [1085/1341] Forecasting TFII...
[2025-11-20T23:13:33.881572] [INFO ] [sig       ] Generating forecast for: TFII
[2025-11-20T23:13:33.881632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-11-20T23:13:33.896828] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TFII'.
[2025-11-20T23:13:33.897452] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-11-20T23:13:33.898419] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-11-20T23:13:33.898493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:33.898542] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:33.898584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:33.898680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:33.966307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:33.967724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:33.967840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:33.967891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:34.094922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:34.095204] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:34.095257] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:34.095291] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:34.099482] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: UP (p=67.24%)
[2025-11-20T23:13:34.099914] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-11-20T23:13:34.100113] [INFO ] [sig       ] TFII: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:34.245526] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TFII.txt
[2025-11-20T23:13:34.245844] [INFO ] [sig       ] [1085/1341] Completed TFII in 0.4s | 2.72 sym/s | Total: 6.7m | ETA: 1.6m
[2025-11-20T23:13:34.245902] [INFO ] [sig       ] [1086/1341] Forecasting TFIN...
[2025-11-20T23:13:34.245942] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-11-20T23:13:34.245980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-11-20T23:13:34.259612] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TFIN'.
[2025-11-20T23:13:34.260196] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-11-20T23:13:34.261115] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-11-20T23:13:34.261187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:34.261234] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:34.261275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:34.261345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:34.330960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:34.331993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:34.332097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:34.332146] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:34.452727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:34.452945] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:34.452994] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:34.453027] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:34.456602] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: UP (p=56.32%)
[2025-11-20T23:13:34.456985] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-11-20T23:13:34.457158] [INFO ] [sig       ] TFIN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:34.603060] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TFIN.txt
[2025-11-20T23:13:34.603229] [INFO ] [sig       ] [1086/1341] Completed TFIN in 0.4s | 2.72 sym/s | Total: 6.7m | ETA: 1.6m
[2025-11-20T23:13:34.603284] [INFO ] [sig       ] [1087/1341] Forecasting TFPM...
[2025-11-20T23:13:34.603356] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-11-20T23:13:34.603409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-11-20T23:13:34.615835] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TFPM'.
[2025-11-20T23:13:34.616244] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-11-20T23:13:34.617111] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-11-20T23:13:34.617182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:34.617245] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:34.617286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:34.617355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:34.685187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:34.686169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:34.686278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:34.686325] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:34.816885] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:34.817300] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:34.817346] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:34.817379] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:34.821006] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: DOWN (p=35.87%)
[2025-11-20T23:13:34.821664] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-11-20T23:13:34.821893] [INFO ] [sig       ] TFPM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:34.963892] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TFPM.txt
[2025-11-20T23:13:34.964075] [INFO ] [sig       ] [1087/1341] Completed TFPM in 0.4s | 2.72 sym/s | Total: 6.7m | ETA: 1.6m
[2025-11-20T23:13:34.964170] [INFO ] [sig       ] [1088/1341] Forecasting TFX...
[2025-11-20T23:13:34.964220] [INFO ] [sig       ] Generating forecast for: TFX
[2025-11-20T23:13:34.964254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFX' from 'https://tdm.silogroup.org/data/derivative_storage/TFX.csv'.
[2025-11-20T23:13:34.976990] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TFX'.
[2025-11-20T23:13:34.977381] [INFO ] [FORECASTER] Starting predict_future for TFX
[2025-11-20T23:13:34.978230] [DEBUG] [LOCAL     ] No optimal features file found for TFX: ./output/feature-sets/TFX.txt
[2025-11-20T23:13:34.978300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:34.978346] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:34.978387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:34.978457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:35.046529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:35.047292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:35.047392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:35.047440] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:35.176862] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:35.177112] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:35.177161] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:35.177197] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:35.180886] [DEBUG] [FORECASTER] TFX: Forecast T+1@11:T+2@11: DOWN (p=33.33%)
[2025-11-20T23:13:35.181195] [INFO ] [FORECASTER] Completed predict_future for TFX
[2025-11-20T23:13:35.181361] [INFO ] [sig       ] TFX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:35.323668] [INFO ] [LOCAL     ] Saved forecast: TFX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TFX.txt
[2025-11-20T23:13:35.323899] [INFO ] [sig       ] [1088/1341] Completed TFX in 0.4s | 2.72 sym/s | Total: 6.7m | ETA: 1.6m
[2025-11-20T23:13:35.323953] [INFO ] [sig       ] [1089/1341] Forecasting TG...
[2025-11-20T23:13:35.323999] [INFO ] [sig       ] Generating forecast for: TG
[2025-11-20T23:13:35.324043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-11-20T23:13:35.337323] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TG'.
[2025-11-20T23:13:35.337819] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-11-20T23:13:35.338626] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-11-20T23:13:35.338719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:35.338773] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:35.338822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:35.338906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:35.406969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:35.408446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:35.408567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:35.408619] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:35.530806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:35.531081] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:35.531144] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:35.531180] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:35.535344] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=25.90%)
[2025-11-20T23:13:35.535779] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-11-20T23:13:35.535984] [INFO ] [sig       ] TG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:35.683281] [INFO ] [LOCAL     ] Saved forecast: TG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TG.txt
[2025-11-20T23:13:35.683548] [INFO ] [sig       ] [1089/1341] Completed TG in 0.4s | 2.72 sym/s | Total: 6.7m | ETA: 1.5m
[2025-11-20T23:13:35.683634] [INFO ] [sig       ] [1090/1341] Forecasting TGLS...
[2025-11-20T23:13:35.683701] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-11-20T23:13:35.683748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-11-20T23:13:35.697074] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TGLS'.
[2025-11-20T23:13:35.697531] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-11-20T23:13:35.698530] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-11-20T23:13:35.698605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:35.698676] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:35.698724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:35.698799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:35.767527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:35.768566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:35.768734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:35.768788] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:35.893574] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:35.893834] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:35.893890] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:35.893925] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:35.897906] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-11-20T23:13:35.898244] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-11-20T23:13:35.898403] [INFO ] [sig       ] TGLS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:36.044887] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TGLS.txt
[2025-11-20T23:13:36.045202] [INFO ] [sig       ] [1090/1341] Completed TGLS in 0.4s | 2.72 sym/s | Total: 6.7m | ETA: 1.5m
[2025-11-20T23:13:36.045272] [INFO ] [sig       ] [1091/1341] Forecasting TGNA...
[2025-11-20T23:13:36.045326] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-11-20T23:13:36.045374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-11-20T23:13:36.058766] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TGNA'.
[2025-11-20T23:13:36.059312] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-11-20T23:13:36.060254] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-11-20T23:13:36.060328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:36.060380] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:36.060412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:36.060475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:36.128852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:36.130021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:36.130131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:36.130180] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:36.263695] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:36.263970] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:36.264036] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:36.264083] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:36.268159] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=40.24%)
[2025-11-20T23:13:36.268683] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-11-20T23:13:36.268933] [INFO ] [sig       ] TGNA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:36.415427] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TGNA.txt
[2025-11-20T23:13:36.415677] [INFO ] [sig       ] [1091/1341] Completed TGNA in 0.4s | 2.72 sym/s | Total: 6.7m | ETA: 1.5m
[2025-11-20T23:13:36.415736] [INFO ] [sig       ] [1092/1341] Forecasting TGS...
[2025-11-20T23:13:36.415816] [INFO ] [sig       ] Generating forecast for: TGS
[2025-11-20T23:13:36.415856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-11-20T23:13:36.429474] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TGS'.
[2025-11-20T23:13:36.430060] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-11-20T23:13:36.431027] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-11-20T23:13:36.431101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:36.431149] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:36.431191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:36.431269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:36.502064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:36.503292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:36.503407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:36.503459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:36.633853] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:36.634071] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:36.634121] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:36.634154] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:36.638036] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: DOWN (p=45.11%)
[2025-11-20T23:13:36.638362] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-11-20T23:13:36.638515] [INFO ] [sig       ] TGS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:36.781580] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TGS.txt
[2025-11-20T23:13:36.781822] [INFO ] [sig       ] [1092/1341] Completed TGS in 0.4s | 2.72 sym/s | Total: 6.7m | ETA: 1.5m
[2025-11-20T23:13:36.781924] [INFO ] [sig       ] [1093/1341] Forecasting TGT...
[2025-11-20T23:13:36.781973] [INFO ] [sig       ] Generating forecast for: TGT
[2025-11-20T23:13:36.782017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGT' from 'https://tdm.silogroup.org/data/derivative_storage/TGT.csv'.
[2025-11-20T23:13:36.796389] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TGT'.
[2025-11-20T23:13:36.796964] [INFO ] [FORECASTER] Starting predict_future for TGT
[2025-11-20T23:13:36.797958] [DEBUG] [LOCAL     ] No optimal features file found for TGT: ./output/feature-sets/TGT.txt
[2025-11-20T23:13:36.798031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:36.798080] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:36.798120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:36.798190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:36.867946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:36.868954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:36.869064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:36.869115] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:36.995749] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:36.995978] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:36.996030] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:36.996063] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:37.000099] [DEBUG] [FORECASTER] TGT: Forecast T+1@11:T+2@11: UP (p=76.42%)
[2025-11-20T23:13:37.000443] [INFO ] [FORECASTER] Completed predict_future for TGT
[2025-11-20T23:13:37.000606] [INFO ] [sig       ] TGT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:37.149179] [INFO ] [LOCAL     ] Saved forecast: TGT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TGT.txt
[2025-11-20T23:13:37.149385] [INFO ] [sig       ] [1093/1341] Completed TGT in 0.4s | 2.72 sym/s | Total: 6.7m | ETA: 1.5m
[2025-11-20T23:13:37.149441] [INFO ] [sig       ] [1094/1341] Forecasting THC...
[2025-11-20T23:13:37.149510] [INFO ] [sig       ] Generating forecast for: THC
[2025-11-20T23:13:37.149561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-11-20T23:13:37.163148] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'THC'.
[2025-11-20T23:13:37.163599] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-11-20T23:13:37.164509] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-11-20T23:13:37.164583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:37.164661] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:37.164713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:37.164788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:37.233565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:37.234788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:37.234941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:37.235010] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:37.378068] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:37.378340] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:37.378394] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:37.378450] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:37.382860] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-11-20T23:13:37.383362] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-11-20T23:13:37.383539] [INFO ] [sig       ] THC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:37.531824] [INFO ] [LOCAL     ] Saved forecast: THC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/THC.txt
[2025-11-20T23:13:37.532052] [INFO ] [sig       ] [1094/1341] Completed THC in 0.4s | 2.72 sym/s | Total: 6.7m | ETA: 1.5m
[2025-11-20T23:13:37.532131] [INFO ] [sig       ] [1095/1341] Forecasting THG...
[2025-11-20T23:13:37.532175] [INFO ] [sig       ] Generating forecast for: THG
[2025-11-20T23:13:37.532213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-11-20T23:13:37.546362] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'THG'.
[2025-11-20T23:13:37.546923] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-11-20T23:13:37.547860] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-11-20T23:13:37.547934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:37.547982] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:37.548024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:37.548098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:37.619007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:37.620196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:37.620312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:37.620364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:37.756982] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:37.757226] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:37.757290] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:37.757337] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:37.761448] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: DOWN (p=37.32%)
[2025-11-20T23:13:37.761808] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-11-20T23:13:37.761997] [INFO ] [sig       ] THG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:37.909176] [INFO ] [LOCAL     ] Saved forecast: THG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/THG.txt
[2025-11-20T23:13:37.909406] [INFO ] [sig       ] [1095/1341] Completed THG in 0.4s | 2.72 sym/s | Total: 6.7m | ETA: 1.5m
[2025-11-20T23:13:37.909473] [INFO ] [sig       ] [1096/1341] Forecasting THLV...
[2025-11-20T23:13:37.909542] [INFO ] [sig       ] Generating forecast for: THLV
[2025-11-20T23:13:37.909593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THLV' from 'https://tdm.silogroup.org/data/derivative_storage/THLV.csv'.
[2025-11-20T23:13:37.922454] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'THLV'.
[2025-11-20T23:13:37.923018] [INFO ] [FORECASTER] Starting predict_future for THLV
[2025-11-20T23:13:37.924114] [DEBUG] [LOCAL     ] No optimal features file found for THLV: ./output/feature-sets/THLV.txt
[2025-11-20T23:13:37.924188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:37.924249] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:37.924294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:37.924377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:37.994262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:37.995478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:37.995608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:37.995710] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:38.102819] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:38.103049] [INFO ] [FORECASTER] Trained on 344 historical samples with 26 features
[2025-11-20T23:13:38.103101] [INFO ] [FORECASTER] Stored all 346 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:38.103136] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:38.107199] [DEBUG] [FORECASTER] THLV: Forecast T+1@11:T+2@11: UP (p=74.29%)
[2025-11-20T23:13:38.107534] [INFO ] [FORECASTER] Completed predict_future for THLV
[2025-11-20T23:13:38.107766] [INFO ] [sig       ] THLV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:38.254224] [INFO ] [LOCAL     ] Saved forecast: THLV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/THLV.txt
[2025-11-20T23:13:38.254521] [INFO ] [sig       ] [1096/1341] Completed THLV in 0.3s | 2.72 sym/s | Total: 6.7m | ETA: 1.5m
[2025-11-20T23:13:38.254589] [INFO ] [sig       ] [1097/1341] Forecasting THO...
[2025-11-20T23:13:38.254660] [INFO ] [sig       ] Generating forecast for: THO
[2025-11-20T23:13:38.254711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-11-20T23:13:38.269733] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'THO'.
[2025-11-20T23:13:38.270344] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-11-20T23:13:38.271557] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-11-20T23:13:38.271670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:38.271767] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:38.271853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:38.271962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:38.342113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:38.343410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:38.343568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:38.343632] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:38.477232] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:38.477542] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:38.477629] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:38.477705] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:38.482479] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: UP (p=61.38%)
[2025-11-20T23:13:38.482928] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-11-20T23:13:38.483170] [INFO ] [sig       ] THO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:38.662729] [INFO ] [LOCAL     ] Saved forecast: THO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/THO.txt
[2025-11-20T23:13:38.663041] [INFO ] [sig       ] [1097/1341] Completed THO in 0.4s | 2.72 sym/s | Total: 6.7m | ETA: 1.5m
[2025-11-20T23:13:38.663139] [INFO ] [sig       ] [1098/1341] Forecasting THQ...
[2025-11-20T23:13:38.663213] [INFO ] [sig       ] Generating forecast for: THQ
[2025-11-20T23:13:38.663355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-11-20T23:13:38.678614] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'THQ'.
[2025-11-20T23:13:38.679286] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-11-20T23:13:38.680297] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-11-20T23:13:38.680373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:38.680423] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:38.680465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:38.680555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:38.751324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:38.752564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:38.752816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:38.752873] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:38.880911] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:38.881184] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:38.881243] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:38.881279] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:38.885320] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: UP (p=85.92%)
[2025-11-20T23:13:38.885682] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-11-20T23:13:38.885848] [INFO ] [sig       ] THQ: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:39.034170] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/THQ.txt
[2025-11-20T23:13:39.034381] [INFO ] [sig       ] [1098/1341] Completed THQ in 0.4s | 2.72 sym/s | Total: 6.7m | ETA: 1.5m
[2025-11-20T23:13:39.034464] [INFO ] [sig       ] [1099/1341] Forecasting THR...
[2025-11-20T23:13:39.034504] [INFO ] [sig       ] Generating forecast for: THR
[2025-11-20T23:13:39.034554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THR' from 'https://tdm.silogroup.org/data/derivative_storage/THR.csv'.
[2025-11-20T23:13:39.047796] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'THR'.
[2025-11-20T23:13:39.048285] [INFO ] [FORECASTER] Starting predict_future for THR
[2025-11-20T23:13:39.049147] [DEBUG] [LOCAL     ] No optimal features file found for THR: ./output/feature-sets/THR.txt
[2025-11-20T23:13:39.049223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:39.049272] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:39.049313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:39.049382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:39.117833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:39.118874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:39.118993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:39.119043] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:39.251768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:39.252020] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:39.252076] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:39.252110] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:39.256406] [DEBUG] [FORECASTER] THR: Forecast T+1@11:T+2@11: DOWN (p=9.58%)
[2025-11-20T23:13:39.256811] [INFO ] [FORECASTER] Completed predict_future for THR
[2025-11-20T23:13:39.257014] [INFO ] [sig       ] THR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:39.403201] [INFO ] [LOCAL     ] Saved forecast: THR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/THR.txt
[2025-11-20T23:13:39.403454] [INFO ] [sig       ] [1099/1341] Completed THR in 0.4s | 2.72 sym/s | Total: 6.7m | ETA: 1.5m
[2025-11-20T23:13:39.403515] [INFO ] [sig       ] [1100/1341] Forecasting THS...
[2025-11-20T23:13:39.403589] [INFO ] [sig       ] Generating forecast for: THS
[2025-11-20T23:13:39.403633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-11-20T23:13:39.417511] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'THS'.
[2025-11-20T23:13:39.417967] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-11-20T23:13:39.418943] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-11-20T23:13:39.419031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:39.419082] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:39.419123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:39.419196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:39.489404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:39.490585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:39.490724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:39.490776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:39.617679] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:39.617918] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:39.617970] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:39.618004] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:39.622164] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=0.78%)
[2025-11-20T23:13:39.622535] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-11-20T23:13:39.622747] [INFO ] [sig       ] THS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:39.767406] [INFO ] [LOCAL     ] Saved forecast: THS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/THS.txt
[2025-11-20T23:13:39.767696] [INFO ] [sig       ] [1100/1341] Completed THS in 0.4s | 2.72 sym/s | Total: 6.8m | ETA: 1.5m
[2025-11-20T23:13:39.767761] [INFO ] [sig       ] [1101/1341] Forecasting THW...
[2025-11-20T23:13:39.767826] [INFO ] [sig       ] Generating forecast for: THW
[2025-11-20T23:13:39.767880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THW' from 'https://tdm.silogroup.org/data/derivative_storage/THW.csv'.
[2025-11-20T23:13:39.782106] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'THW'.
[2025-11-20T23:13:39.782516] [INFO ] [FORECASTER] Starting predict_future for THW
[2025-11-20T23:13:39.783440] [DEBUG] [LOCAL     ] No optimal features file found for THW: ./output/feature-sets/THW.txt
[2025-11-20T23:13:39.783517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:39.783564] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:39.783605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:39.783702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:39.853955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:39.855136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:39.855263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:39.855314] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:39.985515] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:39.985798] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:39.985861] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:39.985898] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:39.990275] [DEBUG] [FORECASTER] THW: Forecast T+1@11:T+2@11: DOWN (p=45.04%)
[2025-11-20T23:13:39.990689] [INFO ] [FORECASTER] Completed predict_future for THW
[2025-11-20T23:13:39.990887] [INFO ] [sig       ] THW: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:40.136999] [INFO ] [LOCAL     ] Saved forecast: THW	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/THW.txt
[2025-11-20T23:13:40.137269] [INFO ] [sig       ] [1101/1341] Completed THW in 0.4s | 2.72 sym/s | Total: 6.8m | ETA: 1.5m
[2025-11-20T23:13:40.137338] [INFO ] [sig       ] [1102/1341] Forecasting TIMB...
[2025-11-20T23:13:40.137391] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-11-20T23:13:40.137449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-11-20T23:13:40.151712] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TIMB'.
[2025-11-20T23:13:40.152279] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-11-20T23:13:40.153231] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-11-20T23:13:40.153303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:40.153351] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:40.153391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:40.153474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:40.223548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:40.224743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:40.224857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:40.224907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:40.349098] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:40.349328] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:40.349378] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:40.349412] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:40.353376] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: UP (p=93.64%)
[2025-11-20T23:13:40.353788] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-11-20T23:13:40.353975] [INFO ] [sig       ] TIMB: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:40.507771] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TIMB.txt
[2025-11-20T23:13:40.508004] [INFO ] [sig       ] [1102/1341] Completed TIMB in 0.4s | 2.72 sym/s | Total: 6.8m | ETA: 1.5m
[2025-11-20T23:13:40.508097] [INFO ] [sig       ] [1103/1341] Forecasting TK...
[2025-11-20T23:13:40.508142] [INFO ] [sig       ] Generating forecast for: TK
[2025-11-20T23:13:40.508189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-11-20T23:13:40.521267] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TK'.
[2025-11-20T23:13:40.521836] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-11-20T23:13:40.522768] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-11-20T23:13:40.522838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:40.522913] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:40.522954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:40.523024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:40.592603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:40.593805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:40.593969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:40.594018] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:40.722774] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:40.723037] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:40.723104] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:40.723142] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:40.727313] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=28.48%)
[2025-11-20T23:13:40.727685] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-11-20T23:13:40.727886] [INFO ] [sig       ] TK: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:40.874608] [INFO ] [LOCAL     ] Saved forecast: TK	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TK.txt
[2025-11-20T23:13:40.874848] [INFO ] [sig       ] [1103/1341] Completed TK in 0.4s | 2.72 sym/s | Total: 6.8m | ETA: 1.5m
[2025-11-20T23:13:40.874916] [INFO ] [sig       ] [1104/1341] Forecasting TKC...
[2025-11-20T23:13:40.874987] [INFO ] [sig       ] Generating forecast for: TKC
[2025-11-20T23:13:40.875037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-11-20T23:13:40.888466] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TKC'.
[2025-11-20T23:13:40.889061] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-11-20T23:13:40.890235] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-11-20T23:13:40.890335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:40.890387] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:40.890432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:40.890511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:40.967193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:40.968404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:40.968523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:40.968600] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:41.096891] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:41.097110] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:41.097161] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:41.097194] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:41.101037] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=89.23%)
[2025-11-20T23:13:41.101542] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-11-20T23:13:41.101785] [INFO ] [sig       ] TKC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:41.249395] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TKC.txt
[2025-11-20T23:13:41.249768] [INFO ] [sig       ] [1104/1341] Completed TKC in 0.4s | 2.72 sym/s | Total: 6.8m | ETA: 1.5m
[2025-11-20T23:13:41.249838] [INFO ] [sig       ] [1105/1341] Forecasting TKO...
[2025-11-20T23:13:41.249889] [INFO ] [sig       ] Generating forecast for: TKO
[2025-11-20T23:13:41.249936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-11-20T23:13:41.264340] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TKO'.
[2025-11-20T23:13:41.264910] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-11-20T23:13:41.265955] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-11-20T23:13:41.266027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:41.266075] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:41.266119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:41.266191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:41.335802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:41.337010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:41.337129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:41.337179] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:41.463115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:41.463337] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:41.463391] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:41.463424] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:41.467364] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=16.67%)
[2025-11-20T23:13:41.467930] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-11-20T23:13:41.468166] [INFO ] [sig       ] TKO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:41.614212] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TKO.txt
[2025-11-20T23:13:41.614476] [INFO ] [sig       ] [1105/1341] Completed TKO in 0.4s | 2.72 sym/s | Total: 6.8m | ETA: 1.4m
[2025-11-20T23:13:41.614567] [INFO ] [sig       ] [1106/1341] Forecasting TKR...
[2025-11-20T23:13:41.614612] [INFO ] [sig       ] Generating forecast for: TKR
[2025-11-20T23:13:41.614676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKR' from 'https://tdm.silogroup.org/data/derivative_storage/TKR.csv'.
[2025-11-20T23:13:41.627397] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TKR'.
[2025-11-20T23:13:41.627904] [INFO ] [FORECASTER] Starting predict_future for TKR
[2025-11-20T23:13:41.628849] [DEBUG] [LOCAL     ] No optimal features file found for TKR: ./output/feature-sets/TKR.txt
[2025-11-20T23:13:41.628920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:41.628967] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:41.629009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:41.629079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:41.696322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:41.697257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:41.697385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:41.697435] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:41.818943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:41.819185] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:41.819237] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:41.819271] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:41.824299] [DEBUG] [FORECASTER] TKR: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-11-20T23:13:41.824774] [INFO ] [FORECASTER] Completed predict_future for TKR
[2025-11-20T23:13:41.824984] [INFO ] [sig       ] TKR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:41.972389] [INFO ] [LOCAL     ] Saved forecast: TKR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TKR.txt
[2025-11-20T23:13:41.972608] [INFO ] [sig       ] [1106/1341] Completed TKR in 0.4s | 2.72 sym/s | Total: 6.8m | ETA: 1.4m
[2025-11-20T23:13:41.972687] [INFO ] [sig       ] [1107/1341] Forecasting TLK...
[2025-11-20T23:13:41.972763] [INFO ] [sig       ] Generating forecast for: TLK
[2025-11-20T23:13:41.972809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-11-20T23:13:41.986013] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TLK'.
[2025-11-20T23:13:41.986477] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-11-20T23:13:41.987434] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-11-20T23:13:41.987508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:41.987556] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:41.987599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:41.987693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:42.058044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:42.059172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:42.059286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:42.059336] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:42.182143] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:42.182368] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:42.182471] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:42.182510] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:42.186558] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=64.75%)
[2025-11-20T23:13:42.186937] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-11-20T23:13:42.187107] [INFO ] [sig       ] TLK: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:42.328658] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TLK.txt
[2025-11-20T23:13:42.328892] [INFO ] [sig       ] [1107/1341] Completed TLK in 0.4s | 2.72 sym/s | Total: 6.8m | ETA: 1.4m
[2025-11-20T23:13:42.328949] [INFO ] [sig       ] [1108/1341] Forecasting TLYS...
[2025-11-20T23:13:42.328992] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-11-20T23:13:42.329063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-11-20T23:13:42.342834] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TLYS'.
[2025-11-20T23:13:42.343359] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-11-20T23:13:42.344340] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-11-20T23:13:42.344415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:42.344465] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:42.344508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:42.344581] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:42.419245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:42.420383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:42.420500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:42.420551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:42.550902] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:42.551175] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:42.551235] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:42.551271] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:42.555183] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: UP (p=91.90%)
[2025-11-20T23:13:42.555520] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-11-20T23:13:42.555699] [INFO ] [sig       ] TLYS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:42.698280] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TLYS.txt
[2025-11-20T23:13:42.698499] [INFO ] [sig       ] [1108/1341] Completed TLYS in 0.4s | 2.72 sym/s | Total: 6.8m | ETA: 1.4m
[2025-11-20T23:13:42.698580] [INFO ] [sig       ] [1109/1341] Forecasting TM...
[2025-11-20T23:13:42.698628] [INFO ] [sig       ] Generating forecast for: TM
[2025-11-20T23:13:42.698694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-11-20T23:13:42.711966] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TM'.
[2025-11-20T23:13:42.712377] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-11-20T23:13:42.713248] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-11-20T23:13:42.713319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:42.713366] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:42.713409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:42.713478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:42.785915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:42.787352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:42.787517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:42.787569] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:42.923658] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:42.923898] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:42.923964] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:42.924007] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:42.928304] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-11-20T23:13:42.928696] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-11-20T23:13:42.928991] [INFO ] [sig       ] TM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:43.076677] [INFO ] [LOCAL     ] Saved forecast: TM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TM.txt
[2025-11-20T23:13:43.076967] [INFO ] [sig       ] [1109/1341] Completed TM in 0.4s | 2.72 sym/s | Total: 6.8m | ETA: 1.4m
[2025-11-20T23:13:43.077143] [INFO ] [sig       ] [1110/1341] Forecasting TME...
[2025-11-20T23:13:43.077199] [INFO ] [sig       ] Generating forecast for: TME
[2025-11-20T23:13:43.077248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-11-20T23:13:43.091765] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TME'.
[2025-11-20T23:13:43.092265] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-11-20T23:13:43.093343] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-11-20T23:13:43.093440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:43.093493] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:43.093535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:43.093610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:43.164281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:43.165492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:43.165607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:43.165679] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:43.303884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:43.304178] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:43.304268] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:43.304322] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:43.308982] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=82.90%)
[2025-11-20T23:13:43.309409] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-11-20T23:13:43.309593] [INFO ] [sig       ] TME: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:43.454007] [INFO ] [LOCAL     ] Saved forecast: TME	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TME.txt
[2025-11-20T23:13:43.454237] [INFO ] [sig       ] [1110/1341] Completed TME in 0.4s | 2.72 sym/s | Total: 6.8m | ETA: 1.4m
[2025-11-20T23:13:43.454296] [INFO ] [sig       ] [1111/1341] Forecasting TMHC...
[2025-11-20T23:13:43.454369] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-11-20T23:13:43.454421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-11-20T23:13:43.467931] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TMHC'.
[2025-11-20T23:13:43.468513] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-11-20T23:13:43.469448] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-11-20T23:13:43.469522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:43.469586] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:43.469630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:43.469729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:43.542886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:43.544255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:43.544430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:43.544481] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:43.674129] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:43.674392] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:43.674447] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:43.674484] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:43.678571] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: UP (p=98.17%)
[2025-11-20T23:13:43.678968] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-11-20T23:13:43.679167] [INFO ] [sig       ] TMHC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:43.821903] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TMHC.txt
[2025-11-20T23:13:43.822149] [INFO ] [sig       ] [1111/1341] Completed TMHC in 0.4s | 2.72 sym/s | Total: 6.8m | ETA: 1.4m
[2025-11-20T23:13:43.822232] [INFO ] [sig       ] [1112/1341] Forecasting TMO...
[2025-11-20T23:13:43.822276] [INFO ] [sig       ] Generating forecast for: TMO
[2025-11-20T23:13:43.822313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMO' from 'https://tdm.silogroup.org/data/derivative_storage/TMO.csv'.
[2025-11-20T23:13:43.835501] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TMO'.
[2025-11-20T23:13:43.836022] [INFO ] [FORECASTER] Starting predict_future for TMO
[2025-11-20T23:13:43.836996] [DEBUG] [LOCAL     ] No optimal features file found for TMO: ./output/feature-sets/TMO.txt
[2025-11-20T23:13:43.837068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:43.837115] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:43.837155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:43.837227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:43.908959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:43.910231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:43.910352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:43.910401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:44.037959] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:44.038202] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:44.038255] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:44.038289] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:44.042417] [DEBUG] [FORECASTER] TMO: Forecast T+1@11:T+2@11: UP (p=87.22%)
[2025-11-20T23:13:44.042785] [INFO ] [FORECASTER] Completed predict_future for TMO
[2025-11-20T23:13:44.042978] [INFO ] [sig       ] TMO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:44.190878] [INFO ] [LOCAL     ] Saved forecast: TMO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TMO.txt
[2025-11-20T23:13:44.191140] [INFO ] [sig       ] [1112/1341] Completed TMO in 0.4s | 2.72 sym/s | Total: 6.8m | ETA: 1.4m
[2025-11-20T23:13:44.191239] [INFO ] [sig       ] [1113/1341] Forecasting TNC...
[2025-11-20T23:13:44.191293] [INFO ] [sig       ] Generating forecast for: TNC
[2025-11-20T23:13:44.191338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-11-20T23:13:44.205518] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TNC'.
[2025-11-20T23:13:44.206134] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-11-20T23:13:44.207179] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-11-20T23:13:44.207255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:44.207302] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:44.207342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:44.207413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:44.277822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:44.278974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:44.279085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:44.279133] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:44.406798] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:44.407044] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:44.407099] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:44.407136] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:44.411225] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: UP (p=76.81%)
[2025-11-20T23:13:44.411779] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-11-20T23:13:44.412028] [INFO ] [sig       ] TNC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:44.557752] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TNC.txt
[2025-11-20T23:13:44.557975] [INFO ] [sig       ] [1113/1341] Completed TNC in 0.4s | 2.72 sym/s | Total: 6.8m | ETA: 1.4m
[2025-11-20T23:13:44.558032] [INFO ] [sig       ] [1114/1341] Forecasting TNET...
[2025-11-20T23:13:44.558078] [INFO ] [sig       ] Generating forecast for: TNET
[2025-11-20T23:13:44.558147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNET' from 'https://tdm.silogroup.org/data/derivative_storage/TNET.csv'.
[2025-11-20T23:13:44.575497] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TNET'.
[2025-11-20T23:13:44.576092] [INFO ] [FORECASTER] Starting predict_future for TNET
[2025-11-20T23:13:44.577214] [DEBUG] [LOCAL     ] No optimal features file found for TNET: ./output/feature-sets/TNET.txt
[2025-11-20T23:13:44.577286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:44.577349] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:44.577394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:44.577480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:44.646789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:44.648042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:44.648152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:44.648222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:44.785742] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:44.786009] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:44.786229] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:44.786325] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:44.790313] [DEBUG] [FORECASTER] TNET: Forecast T+1@11:T+2@11: DOWN (p=7.79%)
[2025-11-20T23:13:44.790670] [INFO ] [FORECASTER] Completed predict_future for TNET
[2025-11-20T23:13:44.790914] [INFO ] [sig       ] TNET: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:44.934417] [INFO ] [LOCAL     ] Saved forecast: TNET	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TNET.txt
[2025-11-20T23:13:44.934690] [INFO ] [sig       ] [1114/1341] Completed TNET in 0.4s | 2.72 sym/s | Total: 6.8m | ETA: 1.4m
[2025-11-20T23:13:44.934784] [INFO ] [sig       ] [1115/1341] Forecasting TNK...
[2025-11-20T23:13:44.934823] [INFO ] [sig       ] Generating forecast for: TNK
[2025-11-20T23:13:44.934901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-11-20T23:13:44.949744] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TNK'.
[2025-11-20T23:13:44.950281] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-11-20T23:13:44.951260] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-11-20T23:13:44.951333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:44.951382] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:44.951423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:44.951493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:45.021785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:45.022981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:45.023099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:45.023151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:45.153620] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:45.153878] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:45.153976] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:45.154013] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:45.158091] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: UP (p=88.25%)
[2025-11-20T23:13:45.158433] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-11-20T23:13:45.158603] [INFO ] [sig       ] TNK: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:45.302596] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TNK.txt
[2025-11-20T23:13:45.302833] [INFO ] [sig       ] [1115/1341] Completed TNK in 0.4s | 2.72 sym/s | Total: 6.8m | ETA: 1.4m
[2025-11-20T23:13:45.302892] [INFO ] [sig       ] [1116/1341] Forecasting TNL...
[2025-11-20T23:13:45.302958] [INFO ] [sig       ] Generating forecast for: TNL
[2025-11-20T23:13:45.303009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-11-20T23:13:45.316791] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TNL'.
[2025-11-20T23:13:45.320526] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-11-20T23:13:45.321744] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-11-20T23:13:45.321815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:45.321863] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:45.321904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:45.321979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:45.389969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:45.391236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:45.391347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:45.391396] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:45.523479] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:45.523745] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:45.523837] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:45.523887] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:45.527949] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-11-20T23:13:45.528360] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-11-20T23:13:45.528537] [INFO ] [sig       ] TNL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:45.670437] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TNL.txt
[2025-11-20T23:13:45.670791] [INFO ] [sig       ] [1116/1341] Completed TNL in 0.4s | 2.72 sym/s | Total: 6.8m | ETA: 1.4m
[2025-11-20T23:13:45.670857] [INFO ] [sig       ] [1117/1341] Forecasting TOL...
[2025-11-20T23:13:45.670895] [INFO ] [sig       ] Generating forecast for: TOL
[2025-11-20T23:13:45.670942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-11-20T23:13:45.685804] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TOL'.
[2025-11-20T23:13:45.686281] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-11-20T23:13:45.687233] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-11-20T23:13:45.687309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:45.687358] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:45.687399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:45.687473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:45.756850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:45.758107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:45.758219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:45.758268] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:45.876196] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:45.876418] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:45.876468] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:45.876503] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:45.880455] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=12.16%)
[2025-11-20T23:13:45.880845] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-11-20T23:13:45.881022] [INFO ] [sig       ] TOL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:46.023919] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TOL.txt
[2025-11-20T23:13:46.024172] [INFO ] [sig       ] [1117/1341] Completed TOL in 0.4s | 2.72 sym/s | Total: 6.9m | ETA: 1.4m
[2025-11-20T23:13:46.024231] [INFO ] [sig       ] [1118/1341] Forecasting TOST...
[2025-11-20T23:13:46.024277] [INFO ] [sig       ] Generating forecast for: TOST
[2025-11-20T23:13:46.024343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOST' from 'https://tdm.silogroup.org/data/derivative_storage/TOST.csv'.
[2025-11-20T23:13:46.037963] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TOST'.
[2025-11-20T23:13:46.038365] [INFO ] [FORECASTER] Starting predict_future for TOST
[2025-11-20T23:13:46.039305] [DEBUG] [LOCAL     ] No optimal features file found for TOST: ./output/feature-sets/TOST.txt
[2025-11-20T23:13:46.039378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:46.039426] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:46.039466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:46.039536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:46.110316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:46.111357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:46.111467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:46.111515] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:46.227112] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:46.227380] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:46.227450] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:46.227489] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:46.231795] [DEBUG] [FORECASTER] TOST: Forecast T+1@11:T+2@11: UP (p=90.17%)
[2025-11-20T23:13:46.232197] [INFO ] [FORECASTER] Completed predict_future for TOST
[2025-11-20T23:13:46.232374] [INFO ] [sig       ] TOST: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:46.380248] [INFO ] [LOCAL     ] Saved forecast: TOST	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TOST.txt
[2025-11-20T23:13:46.380502] [INFO ] [sig       ] [1118/1341] Completed TOST in 0.4s | 2.72 sym/s | Total: 6.9m | ETA: 1.4m
[2025-11-20T23:13:46.380562] [INFO ] [sig       ] [1119/1341] Forecasting TPB...
[2025-11-20T23:13:46.380632] [INFO ] [sig       ] Generating forecast for: TPB
[2025-11-20T23:13:46.380731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-11-20T23:13:46.394280] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TPB'.
[2025-11-20T23:13:46.394872] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-11-20T23:13:46.395891] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-11-20T23:13:46.395967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:46.396027] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:46.396078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:46.396152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:46.464318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:46.465471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:46.465613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:46.465686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:46.601319] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:46.601552] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:46.601607] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:46.601665] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:46.605835] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=6.19%)
[2025-11-20T23:13:46.606190] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-11-20T23:13:46.606365] [INFO ] [sig       ] TPB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:46.752073] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TPB.txt
[2025-11-20T23:13:46.752299] [INFO ] [sig       ] [1119/1341] Completed TPB in 0.4s | 2.72 sym/s | Total: 6.9m | ETA: 1.4m
[2025-11-20T23:13:46.752356] [INFO ] [sig       ] [1120/1341] Forecasting TPC...
[2025-11-20T23:13:46.752464] [INFO ] [sig       ] Generating forecast for: TPC
[2025-11-20T23:13:46.752512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-11-20T23:13:46.765533] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TPC'.
[2025-11-20T23:13:46.766009] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-11-20T23:13:46.766970] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-11-20T23:13:46.767044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:46.767096] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:46.767128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:46.767205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:46.837418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:46.838562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:46.838703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:46.838756] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:46.970006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:46.970264] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:46.970333] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:46.970370] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:46.975408] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2025-11-20T23:13:46.975860] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-11-20T23:13:46.976077] [INFO ] [sig       ] TPC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:47.123562] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TPC.txt
[2025-11-20T23:13:47.123933] [INFO ] [sig       ] [1120/1341] Completed TPC in 0.4s | 2.72 sym/s | Total: 6.9m | ETA: 1.4m
[2025-11-20T23:13:47.123998] [INFO ] [sig       ] [1121/1341] Forecasting TPH...
[2025-11-20T23:13:47.124045] [INFO ] [sig       ] Generating forecast for: TPH
[2025-11-20T23:13:47.124090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-11-20T23:13:47.138120] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TPH'.
[2025-11-20T23:13:47.138627] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-11-20T23:13:47.139578] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-11-20T23:13:47.139673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:47.139725] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:47.139769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:47.139843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:47.208599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:47.209494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:47.209606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:47.209679] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:47.342955] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:47.343178] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:47.343232] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:47.343266] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:47.347268] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=80.38%)
[2025-11-20T23:13:47.347615] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-11-20T23:13:47.347880] [INFO ] [sig       ] TPH: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:47.490024] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TPH.txt
[2025-11-20T23:13:47.490270] [INFO ] [sig       ] [1121/1341] Completed TPH in 0.4s | 2.72 sym/s | Total: 6.9m | ETA: 1.4m
[2025-11-20T23:13:47.490353] [INFO ] [sig       ] [1122/1341] Forecasting TPL...
[2025-11-20T23:13:47.490401] [INFO ] [sig       ] Generating forecast for: TPL
[2025-11-20T23:13:47.490447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-11-20T23:13:47.503522] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TPL'.
[2025-11-20T23:13:47.504001] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-11-20T23:13:47.504937] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-11-20T23:13:47.505008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:47.505068] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:47.505114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:47.505202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:47.580394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:47.581922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:47.582246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:47.582308] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:47.729215] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:47.729471] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:47.729525] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:47.729560] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:47.733767] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: DOWN (p=31.47%)
[2025-11-20T23:13:47.734458] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-11-20T23:13:47.734715] [INFO ] [sig       ] TPL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:47.879942] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TPL.txt
[2025-11-20T23:13:47.880184] [INFO ] [sig       ] [1122/1341] Completed TPL in 0.4s | 2.72 sym/s | Total: 6.9m | ETA: 1.3m
[2025-11-20T23:13:47.880264] [INFO ] [sig       ] [1123/1341] Forecasting TPR...
[2025-11-20T23:13:47.880313] [INFO ] [sig       ] Generating forecast for: TPR
[2025-11-20T23:13:47.880361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPR' from 'https://tdm.silogroup.org/data/derivative_storage/TPR.csv'.
[2025-11-20T23:13:47.894382] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TPR'.
[2025-11-20T23:13:47.894954] [INFO ] [FORECASTER] Starting predict_future for TPR
[2025-11-20T23:13:47.896025] [DEBUG] [LOCAL     ] No optimal features file found for TPR: ./output/feature-sets/TPR.txt
[2025-11-20T23:13:47.896100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:47.896147] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:47.896188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:47.896258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:47.966534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:47.967667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:47.967794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:47.967849] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:48.102834] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:48.103099] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:48.103162] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:48.103208] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:48.107282] [DEBUG] [FORECASTER] TPR: Forecast T+1@11:T+2@11: UP (p=53.00%)
[2025-11-20T23:13:48.107679] [INFO ] [FORECASTER] Completed predict_future for TPR
[2025-11-20T23:13:48.108035] [INFO ] [sig       ] TPR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:48.253483] [INFO ] [LOCAL     ] Saved forecast: TPR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TPR.txt
[2025-11-20T23:13:48.253951] [INFO ] [sig       ] [1123/1341] Completed TPR in 0.4s | 2.72 sym/s | Total: 6.9m | ETA: 1.3m
[2025-11-20T23:13:48.254011] [INFO ] [sig       ] [1124/1341] Forecasting TPVG...
[2025-11-20T23:13:48.254055] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-11-20T23:13:48.254101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-11-20T23:13:48.267746] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TPVG'.
[2025-11-20T23:13:48.268278] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-11-20T23:13:48.269239] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-11-20T23:13:48.269327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:48.269376] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:48.269420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:48.269492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:48.336616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:48.337706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:48.337819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:48.337868] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:48.470279] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:48.470538] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:48.470591] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:48.470626] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:48.474751] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: UP (p=56.99%)
[2025-11-20T23:13:48.475163] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-11-20T23:13:48.475365] [INFO ] [sig       ] TPVG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:48.622987] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TPVG.txt
[2025-11-20T23:13:48.623251] [INFO ] [sig       ] [1124/1341] Completed TPVG in 0.4s | 2.72 sym/s | Total: 6.9m | ETA: 1.3m
[2025-11-20T23:13:48.623312] [INFO ] [sig       ] [1125/1341] Forecasting TPYP...
[2025-11-20T23:13:48.623358] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-11-20T23:13:48.623397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-11-20T23:13:48.637168] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TPYP'.
[2025-11-20T23:13:48.637786] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-11-20T23:13:48.638790] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-11-20T23:13:48.638862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:48.638911] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:48.638956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:48.639032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:48.708763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:48.710274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:48.710615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:48.710719] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:48.826293] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:48.826484] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:48.826532] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:48.826565] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:48.830256] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=18.10%)
[2025-11-20T23:13:48.830590] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-11-20T23:13:48.830795] [INFO ] [sig       ] TPYP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:48.974808] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TPYP.txt
[2025-11-20T23:13:48.975010] [INFO ] [sig       ] [1125/1341] Completed TPYP in 0.4s | 2.72 sym/s | Total: 6.9m | ETA: 1.3m
[2025-11-20T23:13:48.975067] [INFO ] [sig       ] [1126/1341] Forecasting TPZ...
[2025-11-20T23:13:48.975119] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-11-20T23:13:48.975197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-11-20T23:13:48.988463] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TPZ'.
[2025-11-20T23:13:48.988791] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-11-20T23:13:48.989609] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-11-20T23:13:48.989710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:48.989757] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:48.989802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:48.989873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:49.059088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:49.060219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:49.060330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:49.060380] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:49.178570] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:49.178808] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:49.178861] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:49.178895] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:49.182665] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-11-20T23:13:49.182977] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-11-20T23:13:49.183158] [INFO ] [sig       ] TPZ: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:49.327572] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TPZ.txt
[2025-11-20T23:13:49.327871] [INFO ] [sig       ] [1126/1341] Completed TPZ in 0.4s | 2.72 sym/s | Total: 6.9m | ETA: 1.3m
[2025-11-20T23:13:49.327955] [INFO ] [sig       ] [1127/1341] Forecasting TR...
[2025-11-20T23:13:49.328007] [INFO ] [sig       ] Generating forecast for: TR
[2025-11-20T23:13:49.328052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TR' from 'https://tdm.silogroup.org/data/derivative_storage/TR.csv'.
[2025-11-20T23:13:49.340914] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TR'.
[2025-11-20T23:13:49.341312] [INFO ] [FORECASTER] Starting predict_future for TR
[2025-11-20T23:13:49.342230] [DEBUG] [LOCAL     ] No optimal features file found for TR: ./output/feature-sets/TR.txt
[2025-11-20T23:13:49.342305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:49.342354] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:49.342394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:49.342464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:49.410272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:49.410976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:49.411082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:49.411134] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:49.537158] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:49.537367] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:49.537417] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:49.537451] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:49.541136] [DEBUG] [FORECASTER] TR: Forecast T+1@11:T+2@11: UP (p=51.85%)
[2025-11-20T23:13:49.541450] [INFO ] [FORECASTER] Completed predict_future for TR
[2025-11-20T23:13:49.541612] [INFO ] [sig       ] TR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:49.682783] [INFO ] [LOCAL     ] Saved forecast: TR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TR.txt
[2025-11-20T23:13:49.682965] [INFO ] [sig       ] [1127/1341] Completed TR in 0.4s | 2.72 sym/s | Total: 6.9m | ETA: 1.3m
[2025-11-20T23:13:49.683026] [INFO ] [sig       ] [1128/1341] Forecasting TRAK...
[2025-11-20T23:13:49.683071] [INFO ] [sig       ] Generating forecast for: TRAK
[2025-11-20T23:13:49.683106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRAK' from 'https://tdm.silogroup.org/data/derivative_storage/TRAK.csv'.
[2025-11-20T23:13:49.695074] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TRAK'.
[2025-11-20T23:13:49.695472] [INFO ] [FORECASTER] Starting predict_future for TRAK
[2025-11-20T23:13:49.696287] [DEBUG] [LOCAL     ] No optimal features file found for TRAK: ./output/feature-sets/TRAK.txt
[2025-11-20T23:13:49.696358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:49.696404] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:49.696446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:49.696513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:49.765045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:49.766005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:49.766110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:49.766160] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:49.893939] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:49.894155] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:49.894205] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:49.894239] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:49.897810] [DEBUG] [FORECASTER] TRAK: Forecast T+1@11:T+2@11: DOWN (p=26.74%)
[2025-11-20T23:13:49.898113] [INFO ] [FORECASTER] Completed predict_future for TRAK
[2025-11-20T23:13:49.898278] [INFO ] [sig       ] TRAK: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:50.041702] [INFO ] [LOCAL     ] Saved forecast: TRAK	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TRAK.txt
[2025-11-20T23:13:50.041886] [INFO ] [sig       ] [1128/1341] Completed TRAK in 0.4s | 2.72 sym/s | Total: 6.9m | ETA: 1.3m
[2025-11-20T23:13:50.041944] [INFO ] [sig       ] [1129/1341] Forecasting TRC...
[2025-11-20T23:13:50.041988] [INFO ] [sig       ] Generating forecast for: TRC
[2025-11-20T23:13:50.042031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-11-20T23:13:50.053230] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TRC'.
[2025-11-20T23:13:50.053584] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-11-20T23:13:50.054391] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-11-20T23:13:50.054460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:50.054504] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:50.054542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:50.054608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:50.123147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:50.124542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:50.124684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:50.124741] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:50.246733] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:50.246989] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:50.247047] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:50.247082] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:50.251195] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=40.72%)
[2025-11-20T23:13:50.251562] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-11-20T23:13:50.251780] [INFO ] [sig       ] TRC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:50.403085] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TRC.txt
[2025-11-20T23:13:50.403337] [INFO ] [sig       ] [1129/1341] Completed TRC in 0.4s | 2.72 sym/s | Total: 6.9m | ETA: 1.3m
[2025-11-20T23:13:50.403423] [INFO ] [sig       ] [1130/1341] Forecasting TREX...
[2025-11-20T23:13:50.403468] [INFO ] [sig       ] Generating forecast for: TREX
[2025-11-20T23:13:50.403516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-11-20T23:13:50.417171] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TREX'.
[2025-11-20T23:13:50.417745] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-11-20T23:13:50.418743] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-11-20T23:13:50.418818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:50.418872] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:50.418921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:50.419005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:50.491358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:50.492529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:50.492673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:50.492726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:50.619366] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:50.619685] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:50.619754] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:50.619802] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:50.623761] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-11-20T23:13:50.624147] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-11-20T23:13:50.624347] [INFO ] [sig       ] TREX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:50.770217] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TREX.txt
[2025-11-20T23:13:50.770432] [INFO ] [sig       ] [1130/1341] Completed TREX in 0.4s | 2.72 sym/s | Total: 6.9m | ETA: 1.3m
[2025-11-20T23:13:50.770518] [INFO ] [sig       ] [1131/1341] Forecasting TRGP...
[2025-11-20T23:13:50.770571] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-11-20T23:13:50.770610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-11-20T23:13:50.784602] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TRGP'.
[2025-11-20T23:13:50.785181] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-11-20T23:13:50.786146] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-11-20T23:13:50.786220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:50.786270] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:50.786313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:50.786387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:50.858671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:50.859817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:50.859933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:50.859983] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:50.978597] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:50.978845] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:50.978960] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:50.979000] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:50.982877] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: DOWN (p=13.49%)
[2025-11-20T23:13:50.983224] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-11-20T23:13:50.983382] [INFO ] [sig       ] TRGP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:51.125832] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TRGP.txt
[2025-11-20T23:13:51.126050] [INFO ] [sig       ] [1131/1341] Completed TRGP in 0.4s | 2.72 sym/s | Total: 6.9m | ETA: 1.3m
[2025-11-20T23:13:51.126141] [INFO ] [sig       ] [1132/1341] Forecasting TRN...
[2025-11-20T23:13:51.126188] [INFO ] [sig       ] Generating forecast for: TRN
[2025-11-20T23:13:51.126233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-11-20T23:13:51.139435] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TRN'.
[2025-11-20T23:13:51.139969] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-11-20T23:13:51.140908] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-11-20T23:13:51.140985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:51.141033] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:51.141073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:51.141143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:51.210281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:51.211479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:51.211594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:51.211664] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:51.333986] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:51.334222] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:51.334273] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:51.334307] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:51.338265] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=31.84%)
[2025-11-20T23:13:51.338607] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-11-20T23:13:51.338836] [INFO ] [sig       ] TRN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:51.482087] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TRN.txt
[2025-11-20T23:13:51.482402] [INFO ] [sig       ] [1132/1341] Completed TRN in 0.4s | 2.72 sym/s | Total: 6.9m | ETA: 1.3m
[2025-11-20T23:13:51.482510] [INFO ] [sig       ] [1133/1341] Forecasting TRNO...
[2025-11-20T23:13:51.482586] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-11-20T23:13:51.482635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-11-20T23:13:51.496595] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TRNO'.
[2025-11-20T23:13:51.497227] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-11-20T23:13:51.498239] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-11-20T23:13:51.498313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:51.498364] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:51.498408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:51.498480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:51.567298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:51.568451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:51.568587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:51.568660] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:51.695100] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:51.695332] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:51.695382] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:51.695415] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:51.699485] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=59.60%)
[2025-11-20T23:13:51.699960] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-11-20T23:13:51.700191] [INFO ] [sig       ] TRNO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:51.850865] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TRNO.txt
[2025-11-20T23:13:51.851105] [INFO ] [sig       ] [1133/1341] Completed TRNO in 0.4s | 2.72 sym/s | Total: 7.0m | ETA: 1.3m
[2025-11-20T23:13:51.851193] [INFO ] [sig       ] [1134/1341] Forecasting TROX...
[2025-11-20T23:13:51.851243] [INFO ] [sig       ] Generating forecast for: TROX
[2025-11-20T23:13:51.851295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-11-20T23:13:51.865317] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TROX'.
[2025-11-20T23:13:51.865869] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-11-20T23:13:51.866839] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-11-20T23:13:51.866931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:51.866982] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:51.867028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:51.867103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:51.937897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:51.939172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:51.939296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:51.939348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:52.068741] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:52.069012] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:52.069065] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:52.069099] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:52.073155] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: DOWN (p=25.11%)
[2025-11-20T23:13:52.073529] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-11-20T23:13:52.073737] [INFO ] [sig       ] TROX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:52.216385] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TROX.txt
[2025-11-20T23:13:52.216587] [INFO ] [sig       ] [1134/1341] Completed TROX in 0.4s | 2.72 sym/s | Total: 7.0m | ETA: 1.3m
[2025-11-20T23:13:52.216663] [INFO ] [sig       ] [1135/1341] Forecasting TRP...
[2025-11-20T23:13:52.216711] [INFO ] [sig       ] Generating forecast for: TRP
[2025-11-20T23:13:52.216757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-11-20T23:13:52.229814] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TRP'.
[2025-11-20T23:13:52.230316] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-11-20T23:13:52.231235] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-11-20T23:13:52.231309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:52.231389] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:52.231439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:52.231512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:52.301128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:52.302204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:52.302315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:52.302364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:52.423882] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:52.424163] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:52.424215] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:52.424250] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:52.428394] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-11-20T23:13:52.428785] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-11-20T23:13:52.428958] [INFO ] [sig       ] TRP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:52.577552] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TRP.txt
[2025-11-20T23:13:52.577772] [INFO ] [sig       ] [1135/1341] Completed TRP in 0.4s | 2.72 sym/s | Total: 7.0m | ETA: 1.3m
[2025-11-20T23:13:52.577831] [INFO ] [sig       ] [1136/1341] Forecasting TRTX...
[2025-11-20T23:13:52.577876] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-11-20T23:13:52.577940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-11-20T23:13:52.590976] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TRTX'.
[2025-11-20T23:13:52.591423] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-11-20T23:13:52.592320] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-11-20T23:13:52.592392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:52.592439] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:52.592478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:52.592549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:52.660488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:52.661583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:52.661721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:52.661773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:52.795182] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:52.795468] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:52.795521] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:52.795556] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:52.799661] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=46.70%)
[2025-11-20T23:13:52.800018] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-11-20T23:13:52.800181] [INFO ] [sig       ] TRTX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:52.944613] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TRTX.txt
[2025-11-20T23:13:52.944906] [INFO ] [sig       ] [1136/1341] Completed TRTX in 0.4s | 2.72 sym/s | Total: 7.0m | ETA: 1.3m
[2025-11-20T23:13:52.944970] [INFO ] [sig       ] [1137/1341] Forecasting TRU...
[2025-11-20T23:13:52.945019] [INFO ] [sig       ] Generating forecast for: TRU
[2025-11-20T23:13:52.945064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRU' from 'https://tdm.silogroup.org/data/derivative_storage/TRU.csv'.
[2025-11-20T23:13:52.958120] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TRU'.
[2025-11-20T23:13:52.958593] [INFO ] [FORECASTER] Starting predict_future for TRU
[2025-11-20T23:13:52.959549] [DEBUG] [LOCAL     ] No optimal features file found for TRU: ./output/feature-sets/TRU.txt
[2025-11-20T23:13:52.959622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:52.959707] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:52.959751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:52.959826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:53.029460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:53.030417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:53.030532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:53.030582] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:53.159872] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:53.160130] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:53.160187] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:53.160220] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:53.164229] [DEBUG] [FORECASTER] TRU: Forecast T+1@11:T+2@11: UP (p=92.72%)
[2025-11-20T23:13:53.164589] [INFO ] [FORECASTER] Completed predict_future for TRU
[2025-11-20T23:13:53.164813] [INFO ] [sig       ] TRU: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:53.315089] [INFO ] [LOCAL     ] Saved forecast: TRU	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TRU.txt
[2025-11-20T23:13:53.315329] [INFO ] [sig       ] [1137/1341] Completed TRU in 0.4s | 2.72 sym/s | Total: 7.0m | ETA: 1.3m
[2025-11-20T23:13:53.315416] [INFO ] [sig       ] [1138/1341] Forecasting TRV...
[2025-11-20T23:13:53.315465] [INFO ] [sig       ] Generating forecast for: TRV
[2025-11-20T23:13:53.315518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRV' from 'https://tdm.silogroup.org/data/derivative_storage/TRV.csv'.
[2025-11-20T23:13:53.329171] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TRV'.
[2025-11-20T23:13:53.329590] [INFO ] [FORECASTER] Starting predict_future for TRV
[2025-11-20T23:13:53.330532] [DEBUG] [LOCAL     ] No optimal features file found for TRV: ./output/feature-sets/TRV.txt
[2025-11-20T23:13:53.330604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:53.330679] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:53.330724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:53.330798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:53.403064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:53.404306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:53.404422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:53.404472] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:53.538160] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:53.538414] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:53.538467] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:53.538501] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:53.542437] [DEBUG] [FORECASTER] TRV: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2025-11-20T23:13:53.542808] [INFO ] [FORECASTER] Completed predict_future for TRV
[2025-11-20T23:13:53.542991] [INFO ] [sig       ] TRV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:53.685033] [INFO ] [LOCAL     ] Saved forecast: TRV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TRV.txt
[2025-11-20T23:13:53.685244] [INFO ] [sig       ] [1138/1341] Completed TRV in 0.4s | 2.72 sym/s | Total: 7.0m | ETA: 1.2m
[2025-11-20T23:13:53.685302] [INFO ] [sig       ] [1139/1341] Forecasting TS...
[2025-11-20T23:13:53.685345] [INFO ] [sig       ] Generating forecast for: TS
[2025-11-20T23:13:53.685421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-11-20T23:13:53.698602] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TS'.
[2025-11-20T23:13:53.699181] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-11-20T23:13:53.700296] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-11-20T23:13:53.700372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:53.700422] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:53.700464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:53.700539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:53.773379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:53.774451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:53.774564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:53.774620] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:53.897733] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:53.897953] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:53.898004] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:53.898037] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:53.901913] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=16.16%)
[2025-11-20T23:13:53.902247] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-11-20T23:13:53.902412] [INFO ] [sig       ] TS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:54.051444] [INFO ] [LOCAL     ] Saved forecast: TS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TS.txt
[2025-11-20T23:13:54.051731] [INFO ] [sig       ] [1139/1341] Completed TS in 0.4s | 2.72 sym/s | Total: 7.0m | ETA: 1.2m
[2025-11-20T23:13:54.051843] [INFO ] [sig       ] [1140/1341] Forecasting TSE...
[2025-11-20T23:13:54.051898] [INFO ] [sig       ] Generating forecast for: TSE
[2025-11-20T23:13:54.051954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSE' from 'https://tdm.silogroup.org/data/derivative_storage/TSE.csv'.
[2025-11-20T23:13:54.067142] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TSE'.
[2025-11-20T23:13:54.067672] [INFO ] [FORECASTER] Starting predict_future for TSE
[2025-11-20T23:13:54.068795] [DEBUG] [LOCAL     ] No optimal features file found for TSE: ./output/feature-sets/TSE.txt
[2025-11-20T23:13:54.068875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:54.068926] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:54.068972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:54.069064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:54.149819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:54.151028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:54.151151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:54.151209] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:54.275137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:54.275374] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:54.275429] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:54.275465] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:54.279634] [DEBUG] [FORECASTER] TSE: Forecast T+1@11:T+2@11: UP (p=66.60%)
[2025-11-20T23:13:54.280027] [INFO ] [FORECASTER] Completed predict_future for TSE
[2025-11-20T23:13:54.280184] [INFO ] [sig       ] TSE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:54.426220] [INFO ] [LOCAL     ] Saved forecast: TSE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TSE.txt
[2025-11-20T23:13:54.426477] [INFO ] [sig       ] [1140/1341] Completed TSE in 0.4s | 2.72 sym/s | Total: 7.0m | ETA: 1.2m
[2025-11-20T23:13:54.426539] [INFO ] [sig       ] [1141/1341] Forecasting TSI...
[2025-11-20T23:13:54.426595] [INFO ] [sig       ] Generating forecast for: TSI
[2025-11-20T23:13:54.426673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-11-20T23:13:54.439445] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TSI'.
[2025-11-20T23:13:54.439906] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-11-20T23:13:54.440770] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-11-20T23:13:54.440841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:54.440888] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:54.440928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:54.440996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:54.508696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:54.509690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:54.509805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:54.509855] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:54.620804] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:54.621032] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:54.621079] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:54.621113] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:54.624788] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=39.81%)
[2025-11-20T23:13:54.625114] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-11-20T23:13:54.625268] [INFO ] [sig       ] TSI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:54.770744] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TSI.txt
[2025-11-20T23:13:54.770955] [INFO ] [sig       ] [1141/1341] Completed TSI in 0.3s | 2.72 sym/s | Total: 7.0m | ETA: 1.2m
[2025-11-20T23:13:54.771011] [INFO ] [sig       ] [1142/1341] Forecasting TSLX...
[2025-11-20T23:13:54.771056] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-11-20T23:13:54.771127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-11-20T23:13:54.783610] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TSLX'.
[2025-11-20T23:13:54.784115] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-11-20T23:13:54.784947] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-11-20T23:13:54.785020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:54.785066] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:54.785107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:54.785177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:54.852705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:54.853698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:54.853802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:54.853850] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:54.969261] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:54.969494] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:54.969542] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:54.969576] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:54.973147] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=99.79%)
[2025-11-20T23:13:54.973457] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-11-20T23:13:54.973606] [INFO ] [sig       ] TSLX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:55.141383] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TSLX.txt
[2025-11-20T23:13:55.141669] [INFO ] [sig       ] [1142/1341] Completed TSLX in 0.4s | 2.72 sym/s | Total: 7.0m | ETA: 1.2m
[2025-11-20T23:13:55.141735] [INFO ] [sig       ] [1143/1341] Forecasting TSM...
[2025-11-20T23:13:55.141813] [INFO ] [sig       ] Generating forecast for: TSM
[2025-11-20T23:13:55.141890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-11-20T23:13:55.156412] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TSM'.
[2025-11-20T23:13:55.157041] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-11-20T23:13:55.158100] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-11-20T23:13:55.158175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:55.158223] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:55.158275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:55.158371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:55.230488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:55.231689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:55.231803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:55.231864] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:55.357247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:55.357490] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:55.357541] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:55.357576] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:55.361563] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=79.15%)
[2025-11-20T23:13:55.362138] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-11-20T23:13:55.362383] [INFO ] [sig       ] TSM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:55.507922] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TSM.txt
[2025-11-20T23:13:55.508148] [INFO ] [sig       ] [1143/1341] Completed TSM in 0.4s | 2.72 sym/s | Total: 7.0m | ETA: 1.2m
[2025-11-20T23:13:55.508235] [INFO ] [sig       ] [1144/1341] Forecasting TSN...
[2025-11-20T23:13:55.508287] [INFO ] [sig       ] Generating forecast for: TSN
[2025-11-20T23:13:55.508325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-11-20T23:13:55.522154] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TSN'.
[2025-11-20T23:13:55.522727] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-11-20T23:13:55.523700] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-11-20T23:13:55.523773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:55.523824] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:55.523881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:55.523965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:55.592985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:55.594220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:55.594333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:55.594392] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:55.725120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:55.725385] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:55.725438] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:55.725472] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:55.729536] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=23.49%)
[2025-11-20T23:13:55.729900] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-11-20T23:13:55.730091] [INFO ] [sig       ] TSN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:55.877939] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TSN.txt
[2025-11-20T23:13:55.878209] [INFO ] [sig       ] [1144/1341] Completed TSN in 0.4s | 2.72 sym/s | Total: 7.0m | ETA: 1.2m
[2025-11-20T23:13:55.878280] [INFO ] [sig       ] [1145/1341] Forecasting TSQ...
[2025-11-20T23:13:55.878360] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-11-20T23:13:55.878400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-11-20T23:13:55.891574] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TSQ'.
[2025-11-20T23:13:55.892194] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-11-20T23:13:55.893205] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-11-20T23:13:55.893280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:55.893327] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:55.893385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:55.893479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:55.978385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:55.980089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:55.980219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:55.980269] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:56.122925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:56.123351] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:56.123404] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:56.123438] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:56.127870] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-11-20T23:13:56.128480] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-11-20T23:13:56.128687] [INFO ] [sig       ] TSQ: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:56.327001] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TSQ.txt
[2025-11-20T23:13:56.327351] [INFO ] [sig       ] [1145/1341] Completed TSQ in 0.4s | 2.72 sym/s | Total: 7.0m | ETA: 1.2m
[2025-11-20T23:13:56.327676] [INFO ] [sig       ] [1146/1341] Forecasting TT...
[2025-11-20T23:13:56.327744] [INFO ] [sig       ] Generating forecast for: TT
[2025-11-20T23:13:56.327805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TT' from 'https://tdm.silogroup.org/data/derivative_storage/TT.csv'.
[2025-11-20T23:13:56.345810] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TT'.
[2025-11-20T23:13:56.346451] [INFO ] [FORECASTER] Starting predict_future for TT
[2025-11-20T23:13:56.347735] [DEBUG] [LOCAL     ] No optimal features file found for TT: ./output/feature-sets/TT.txt
[2025-11-20T23:13:56.347829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:56.347892] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:56.347954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:56.348059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:56.433334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:56.434858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:56.435027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:56.435085] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:56.593295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:56.593571] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:56.593664] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:56.593720] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:56.598896] [DEBUG] [FORECASTER] TT: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-11-20T23:13:56.599633] [INFO ] [FORECASTER] Completed predict_future for TT
[2025-11-20T23:13:56.600005] [INFO ] [sig       ] TT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:56.802015] [INFO ] [LOCAL     ] Saved forecast: TT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TT.txt
[2025-11-20T23:13:56.802357] [INFO ] [sig       ] [1146/1341] Completed TT in 0.5s | 2.72 sym/s | Total: 7.0m | ETA: 1.2m
[2025-11-20T23:13:56.802454] [INFO ] [sig       ] [1147/1341] Forecasting TTC...
[2025-11-20T23:13:56.802522] [INFO ] [sig       ] Generating forecast for: TTC
[2025-11-20T23:13:56.802584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-11-20T23:13:56.819161] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TTC'.
[2025-11-20T23:13:56.819728] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-11-20T23:13:56.820699] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-11-20T23:13:56.820772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:56.820820] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:56.820862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:56.820940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:56.917064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:56.918116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:56.918247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:56.918331] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:57.041334] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:57.041559] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:57.041611] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:57.041672] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:57.045757] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=98.85%)
[2025-11-20T23:13:57.046133] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-11-20T23:13:57.046301] [INFO ] [sig       ] TTC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:57.208591] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TTC.txt
[2025-11-20T23:13:57.208819] [INFO ] [sig       ] [1147/1341] Completed TTC in 0.4s | 2.72 sym/s | Total: 7.0m | ETA: 1.2m
[2025-11-20T23:13:57.208876] [INFO ] [sig       ] [1148/1341] Forecasting TTE...
[2025-11-20T23:13:57.208944] [INFO ] [sig       ] Generating forecast for: TTE
[2025-11-20T23:13:57.208987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-11-20T23:13:57.222230] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TTE'.
[2025-11-20T23:13:57.222781] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-11-20T23:13:57.223787] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-11-20T23:13:57.223874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:57.223959] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:57.224017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:57.224112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:57.304892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:57.305904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:57.306016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:57.306064] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:57.418588] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:57.418814] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:57.418880] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:57.418928] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:57.422520] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=19.48%)
[2025-11-20T23:13:57.422870] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-11-20T23:13:57.423037] [INFO ] [sig       ] TTE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:57.580236] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TTE.txt
[2025-11-20T23:13:57.580544] [INFO ] [sig       ] [1148/1341] Completed TTE in 0.4s | 2.72 sym/s | Total: 7.0m | ETA: 1.2m
[2025-11-20T23:13:57.580607] [INFO ] [sig       ] [1149/1341] Forecasting TTI...
[2025-11-20T23:13:57.580675] [INFO ] [sig       ] Generating forecast for: TTI
[2025-11-20T23:13:57.580724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-11-20T23:13:57.594607] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TTI'.
[2025-11-20T23:13:57.595199] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-11-20T23:13:57.596154] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-11-20T23:13:57.596228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:57.596273] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:57.596317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:57.596386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:57.667839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:57.669059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:57.669179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:57.669230] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:57.807262] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:57.807497] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:57.807548] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:57.807582] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:57.811868] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: DOWN (p=44.00%)
[2025-11-20T23:13:57.812229] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-11-20T23:13:57.812393] [INFO ] [sig       ] TTI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:57.958503] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TTI.txt
[2025-11-20T23:13:57.958790] [INFO ] [sig       ] [1149/1341] Completed TTI in 0.4s | 2.72 sym/s | Total: 7.1m | ETA: 1.2m
[2025-11-20T23:13:57.958859] [INFO ] [sig       ] [1150/1341] Forecasting TU...
[2025-11-20T23:13:57.958899] [INFO ] [sig       ] Generating forecast for: TU
[2025-11-20T23:13:57.958944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TU' from 'https://tdm.silogroup.org/data/derivative_storage/TU.csv'.
[2025-11-20T23:13:57.972567] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TU'.
[2025-11-20T23:13:57.973152] [INFO ] [FORECASTER] Starting predict_future for TU
[2025-11-20T23:13:57.974273] [DEBUG] [LOCAL     ] No optimal features file found for TU: ./output/feature-sets/TU.txt
[2025-11-20T23:13:57.974347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:57.974400] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:57.974440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:57.974513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:58.043710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:58.044872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:58.044998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:58.045052] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:58.175367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:58.175595] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:58.175666] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:58.175712] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:58.179778] [DEBUG] [FORECASTER] TU: Forecast T+1@11:T+2@11: DOWN (p=30.19%)
[2025-11-20T23:13:58.180119] [INFO ] [FORECASTER] Completed predict_future for TU
[2025-11-20T23:13:58.180279] [INFO ] [sig       ] TU: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:58.324229] [INFO ] [LOCAL     ] Saved forecast: TU	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TU.txt
[2025-11-20T23:13:58.324441] [INFO ] [sig       ] [1150/1341] Completed TU in 0.4s | 2.72 sym/s | Total: 7.1m | ETA: 1.2m
[2025-11-20T23:13:58.324525] [INFO ] [sig       ] [1151/1341] Forecasting TUYA...
[2025-11-20T23:13:58.324577] [INFO ] [sig       ] Generating forecast for: TUYA
[2025-11-20T23:13:58.324616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUYA' from 'https://tdm.silogroup.org/data/derivative_storage/TUYA.csv'.
[2025-11-20T23:13:58.338295] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TUYA'.
[2025-11-20T23:13:58.338808] [INFO ] [FORECASTER] Starting predict_future for TUYA
[2025-11-20T23:13:58.339725] [DEBUG] [LOCAL     ] No optimal features file found for TUYA: ./output/feature-sets/TUYA.txt
[2025-11-20T23:13:58.339795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:58.339842] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:58.339882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:58.339955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:58.409240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:58.410458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:58.410575] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:58.410625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:58.537838] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:58.538066] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:58.538119] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:58.538154] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:58.542307] [DEBUG] [FORECASTER] TUYA: Forecast T+1@11:T+2@11: DOWN (p=24.46%)
[2025-11-20T23:13:58.542688] [INFO ] [FORECASTER] Completed predict_future for TUYA
[2025-11-20T23:13:58.542863] [INFO ] [sig       ] TUYA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:58.686074] [INFO ] [LOCAL     ] Saved forecast: TUYA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TUYA.txt
[2025-11-20T23:13:58.686277] [INFO ] [sig       ] [1151/1341] Completed TUYA in 0.4s | 2.72 sym/s | Total: 7.1m | ETA: 1.2m
[2025-11-20T23:13:58.686342] [INFO ] [sig       ] [1152/1341] Forecasting TV...
[2025-11-20T23:13:58.686413] [INFO ] [sig       ] Generating forecast for: TV
[2025-11-20T23:13:58.686463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TV' from 'https://tdm.silogroup.org/data/derivative_storage/TV.csv'.
[2025-11-20T23:13:58.700322] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TV'.
[2025-11-20T23:13:58.700819] [INFO ] [FORECASTER] Starting predict_future for TV
[2025-11-20T23:13:58.701788] [DEBUG] [LOCAL     ] No optimal features file found for TV: ./output/feature-sets/TV.txt
[2025-11-20T23:13:58.701859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:58.701905] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:58.701944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:58.702012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:58.771463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:58.772734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:58.772849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:58.772915] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:58.897423] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:58.897680] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:58.897740] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:58.897775] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:58.901985] [DEBUG] [FORECASTER] TV: Forecast T+1@11:T+2@11: DOWN (p=27.88%)
[2025-11-20T23:13:58.902418] [INFO ] [FORECASTER] Completed predict_future for TV
[2025-11-20T23:13:58.902586] [INFO ] [sig       ] TV: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:59.049630] [INFO ] [LOCAL     ] Saved forecast: TV	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TV.txt
[2025-11-20T23:13:59.049921] [INFO ] [sig       ] [1152/1341] Completed TV in 0.4s | 2.72 sym/s | Total: 7.1m | ETA: 1.2m
[2025-11-20T23:13:59.049980] [INFO ] [sig       ] [1153/1341] Forecasting TVC...
[2025-11-20T23:13:59.050024] [INFO ] [sig       ] Generating forecast for: TVC
[2025-11-20T23:13:59.050065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-11-20T23:13:59.062422] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TVC'.
[2025-11-20T23:13:59.062861] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-11-20T23:13:59.063772] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-11-20T23:13:59.063841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:59.063888] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:59.063927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:59.063997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:59.131097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:59.132206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:59.132323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:59.132371] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:59.256098] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:59.256328] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:59.256379] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:59.256412] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:59.260289] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=58.42%)
[2025-11-20T23:13:59.260629] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-11-20T23:13:59.260828] [INFO ] [sig       ] TVC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:13:59.402614] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TVC.txt
[2025-11-20T23:13:59.402887] [INFO ] [sig       ] [1153/1341] Completed TVC in 0.4s | 2.72 sym/s | Total: 7.1m | ETA: 1.2m
[2025-11-20T23:13:59.402968] [INFO ] [sig       ] [1154/1341] Forecasting TVE...
[2025-11-20T23:13:59.403005] [INFO ] [sig       ] Generating forecast for: TVE
[2025-11-20T23:13:59.403049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-11-20T23:13:59.415835] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TVE'.
[2025-11-20T23:13:59.416449] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-11-20T23:13:59.417467] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-11-20T23:13:59.417543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:59.417592] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:59.417632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:59.417731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:59.486402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:59.487673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:59.487786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:59.487835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:59.608864] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:59.609094] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:59.609150] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:59.609183] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:59.613309] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=28.43%)
[2025-11-20T23:13:59.613688] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-11-20T23:13:59.613909] [INFO ] [sig       ] TVE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:13:59.761123] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TVE.txt
[2025-11-20T23:13:59.761459] [INFO ] [sig       ] [1154/1341] Completed TVE in 0.4s | 2.72 sym/s | Total: 7.1m | ETA: 1.1m
[2025-11-20T23:13:59.761524] [INFO ] [sig       ] [1155/1341] Forecasting TWI...
[2025-11-20T23:13:59.761590] [INFO ] [sig       ] Generating forecast for: TWI
[2025-11-20T23:13:59.761635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-11-20T23:13:59.776405] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TWI'.
[2025-11-20T23:13:59.777008] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-11-20T23:13:59.777988] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-11-20T23:13:59.778061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:13:59.778110] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:13:59.778151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:13:59.778225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:13:59.848698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:13:59.849916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:13:59.850028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:13:59.850079] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:13:59.980078] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:13:59.980323] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:13:59.980378] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:13:59.980436] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:13:59.985099] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=48.34%)
[2025-11-20T23:13:59.985593] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-11-20T23:13:59.985799] [INFO ] [sig       ] TWI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:00.137691] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TWI.txt
[2025-11-20T23:14:00.137914] [INFO ] [sig       ] [1155/1341] Completed TWI in 0.4s | 2.72 sym/s | Total: 7.1m | ETA: 1.1m
[2025-11-20T23:14:00.137993] [INFO ] [sig       ] [1156/1341] Forecasting TWLO...
[2025-11-20T23:14:00.138033] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-11-20T23:14:00.138076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-11-20T23:14:00.151099] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TWLO'.
[2025-11-20T23:14:00.151545] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-11-20T23:14:00.152468] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-11-20T23:14:00.152539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:00.152586] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:00.152626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:00.152717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:00.221690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:00.222835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:00.222948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:00.222997] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:00.943978] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:00.944258] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:00.944317] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:00.944354] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:00.948566] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=25.72%)
[2025-11-20T23:14:00.948920] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-11-20T23:14:00.949126] [INFO ] [sig       ] TWLO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:01.093453] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TWLO.txt
[2025-11-20T23:14:01.093674] [INFO ] [sig       ] [1156/1341] Completed TWLO in 1.0s | 2.71 sym/s | Total: 7.1m | ETA: 1.1m
[2025-11-20T23:14:01.093760] [INFO ] [sig       ] [1157/1341] Forecasting TWN...
[2025-11-20T23:14:01.093810] [INFO ] [sig       ] Generating forecast for: TWN
[2025-11-20T23:14:01.093854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWN' from 'https://tdm.silogroup.org/data/derivative_storage/TWN.csv'.
[2025-11-20T23:14:01.106682] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TWN'.
[2025-11-20T23:14:01.107104] [INFO ] [FORECASTER] Starting predict_future for TWN
[2025-11-20T23:14:01.108034] [DEBUG] [LOCAL     ] No optimal features file found for TWN: ./output/feature-sets/TWN.txt
[2025-11-20T23:14:01.108107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:01.108154] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:01.108195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:01.108267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:01.179592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:01.180779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:01.180894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:01.180968] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:01.316908] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:01.317149] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:01.317213] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:01.317253] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:01.321298] [DEBUG] [FORECASTER] TWN: Forecast T+1@11:T+2@11: UP (p=97.60%)
[2025-11-20T23:14:01.321634] [INFO ] [FORECASTER] Completed predict_future for TWN
[2025-11-20T23:14:01.321903] [INFO ] [sig       ] TWN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:01.469098] [INFO ] [LOCAL     ] Saved forecast: TWN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TWN.txt
[2025-11-20T23:14:01.470059] [INFO ] [sig       ] [1157/1341] Completed TWN in 0.4s | 2.71 sym/s | Total: 7.1m | ETA: 1.1m
[2025-11-20T23:14:01.470147] [INFO ] [sig       ] [1158/1341] Forecasting TWO...
[2025-11-20T23:14:01.470215] [INFO ] [sig       ] Generating forecast for: TWO
[2025-11-20T23:14:01.470283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-11-20T23:14:01.485050] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TWO'.
[2025-11-20T23:14:01.485630] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-11-20T23:14:01.486828] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-11-20T23:14:01.486928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:01.486977] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:01.487018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:01.487088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:01.559524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:01.560683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:01.560793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:01.560842] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:01.673695] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:01.673955] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:01.674024] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:01.674074] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:01.679379] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=82.57%)
[2025-11-20T23:14:01.679928] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-11-20T23:14:01.680161] [INFO ] [sig       ] TWO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:01.850993] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TWO.txt
[2025-11-20T23:14:01.851245] [INFO ] [sig       ] [1158/1341] Completed TWO in 0.4s | 2.71 sym/s | Total: 7.1m | ETA: 1.1m
[2025-11-20T23:14:01.851331] [INFO ] [sig       ] [1159/1341] Forecasting TX...
[2025-11-20T23:14:01.851373] [INFO ] [sig       ] Generating forecast for: TX
[2025-11-20T23:14:01.851418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-11-20T23:14:01.865973] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TX'.
[2025-11-20T23:14:01.866587] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-11-20T23:14:01.867814] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-11-20T23:14:01.867900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:01.867961] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:01.868013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:01.868136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:01.945078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:01.946406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:01.946564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:01.946631] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:02.087221] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:02.087459] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:02.087512] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:02.087546] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:02.091735] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=52.17%)
[2025-11-20T23:14:02.092170] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-11-20T23:14:02.092353] [INFO ] [sig       ] TX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:02.247304] [INFO ] [LOCAL     ] Saved forecast: TX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TX.txt
[2025-11-20T23:14:02.247619] [INFO ] [sig       ] [1159/1341] Completed TX in 0.4s | 2.71 sym/s | Total: 7.1m | ETA: 1.1m
[2025-11-20T23:14:02.247731] [INFO ] [sig       ] [1160/1341] Forecasting TXO...
[2025-11-20T23:14:02.247788] [INFO ] [sig       ] Generating forecast for: TXO
[2025-11-20T23:14:02.247833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-11-20T23:14:02.262228] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TXO'.
[2025-11-20T23:14:02.262805] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-11-20T23:14:02.263823] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-11-20T23:14:02.263901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:02.263952] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:02.263992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:02.264065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:02.335245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:02.336383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:02.336501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:02.336558] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:02.490286] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:02.490698] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:02.490779] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:02.490827] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:02.495214] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: UP (p=61.60%)
[2025-11-20T23:14:02.495594] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-11-20T23:14:02.495813] [INFO ] [sig       ] TXO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:02.647747] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TXO.txt
[2025-11-20T23:14:02.647968] [INFO ] [sig       ] [1160/1341] Completed TXO in 0.4s | 2.71 sym/s | Total: 7.1m | ETA: 1.1m
[2025-11-20T23:14:02.648062] [INFO ] [sig       ] [1161/1341] Forecasting TXT...
[2025-11-20T23:14:02.648110] [INFO ] [sig       ] Generating forecast for: TXT
[2025-11-20T23:14:02.648165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXT' from 'https://tdm.silogroup.org/data/derivative_storage/TXT.csv'.
[2025-11-20T23:14:02.662080] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TXT'.
[2025-11-20T23:14:02.662624] [INFO ] [FORECASTER] Starting predict_future for TXT
[2025-11-20T23:14:02.663595] [DEBUG] [LOCAL     ] No optimal features file found for TXT: ./output/feature-sets/TXT.txt
[2025-11-20T23:14:02.663706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:02.663759] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:02.663810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:02.663886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:02.736595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:02.737826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:02.737939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:02.737994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:02.880974] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:02.881226] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:02.881282] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:02.881318] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:02.885383] [DEBUG] [FORECASTER] TXT: Forecast T+1@11:T+2@11: DOWN (p=18.84%)
[2025-11-20T23:14:02.885776] [INFO ] [FORECASTER] Completed predict_future for TXT
[2025-11-20T23:14:02.885964] [INFO ] [sig       ] TXT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:03.030416] [INFO ] [LOCAL     ] Saved forecast: TXT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TXT.txt
[2025-11-20T23:14:03.030698] [INFO ] [sig       ] [1161/1341] Completed TXT in 0.4s | 2.71 sym/s | Total: 7.1m | ETA: 1.1m
[2025-11-20T23:14:03.030760] [INFO ] [sig       ] [1162/1341] Forecasting TY...
[2025-11-20T23:14:03.030803] [INFO ] [sig       ] Generating forecast for: TY
[2025-11-20T23:14:03.030847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-11-20T23:14:03.044512] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TY'.
[2025-11-20T23:14:03.045085] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-11-20T23:14:03.046015] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-11-20T23:14:03.046088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:03.046136] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:03.046180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:03.046254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:03.119214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:03.120413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:03.120526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:03.120577] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:03.249243] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:03.249476] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:03.249528] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:03.249563] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:03.253459] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: UP (p=98.17%)
[2025-11-20T23:14:03.254003] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-11-20T23:14:03.254240] [INFO ] [sig       ] TY: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:03.398007] [INFO ] [LOCAL     ] Saved forecast: TY	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TY.txt
[2025-11-20T23:14:03.398214] [INFO ] [sig       ] [1162/1341] Completed TY in 0.4s | 2.71 sym/s | Total: 7.1m | ETA: 1.1m
[2025-11-20T23:14:03.398271] [INFO ] [sig       ] [1163/1341] Forecasting TYG...
[2025-11-20T23:14:03.398337] [INFO ] [sig       ] Generating forecast for: TYG
[2025-11-20T23:14:03.398376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-11-20T23:14:03.411823] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TYG'.
[2025-11-20T23:14:03.412373] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-11-20T23:14:03.413275] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-11-20T23:14:03.413347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:03.413394] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:03.413435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:03.413506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:03.482331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:03.483561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:03.483709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:03.483763] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:03.605896] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:03.606122] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:03.606173] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:03.606207] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:03.610050] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=28.00%)
[2025-11-20T23:14:03.610381] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-11-20T23:14:03.610589] [INFO ] [sig       ] TYG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:03.752451] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/TYG.txt
[2025-11-20T23:14:03.752717] [INFO ] [sig       ] [1163/1341] Completed TYG in 0.4s | 2.71 sym/s | Total: 7.1m | ETA: 1.1m
[2025-11-20T23:14:03.752798] [INFO ] [sig       ] [1164/1341] Forecasting TYL...
[2025-11-20T23:14:03.752943] [INFO ] [sig       ] Generating forecast for: TYL
[2025-11-20T23:14:03.752992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-11-20T23:14:03.766080] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'TYL'.
[2025-11-20T23:14:03.766538] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-11-20T23:14:03.767484] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-11-20T23:14:03.767555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:03.767602] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:03.767665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:03.767742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:03.836300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:03.837570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:03.837716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:03.837767] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:03.972056] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:03.972304] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:03.972356] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:03.972391] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:03.977188] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: UP (p=78.86%)
[2025-11-20T23:14:03.977625] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-11-20T23:14:03.977840] [INFO ] [sig       ] TYL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:04.133576] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/TYL.txt
[2025-11-20T23:14:04.133978] [INFO ] [sig       ] [1164/1341] Completed TYL in 0.4s | 2.71 sym/s | Total: 7.2m | ETA: 1.1m
[2025-11-20T23:14:04.134083] [INFO ] [sig       ] [1165/1341] Forecasting U...
[2025-11-20T23:14:04.134155] [INFO ] [sig       ] Generating forecast for: U
[2025-11-20T23:14:04.134221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'U' from 'https://tdm.silogroup.org/data/derivative_storage/U.csv'.
[2025-11-20T23:14:04.149949] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'U'.
[2025-11-20T23:14:04.150492] [INFO ] [FORECASTER] Starting predict_future for U
[2025-11-20T23:14:04.151469] [DEBUG] [LOCAL     ] No optimal features file found for U: ./output/feature-sets/U.txt
[2025-11-20T23:14:04.151546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:04.151600] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:04.151712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:04.151806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:04.227847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:04.229316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:04.229440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:04.229504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:04.362636] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:04.362869] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:04.362923] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:04.362959] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:04.367083] [DEBUG] [FORECASTER] U: Forecast T+1@11:T+2@11: UP (p=77.24%)
[2025-11-20T23:14:04.367462] [INFO ] [FORECASTER] Completed predict_future for U
[2025-11-20T23:14:04.367632] [INFO ] [sig       ] U: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:04.515320] [INFO ] [LOCAL     ] Saved forecast: U	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/U.txt
[2025-11-20T23:14:04.515558] [INFO ] [sig       ] [1165/1341] Completed U in 0.4s | 2.71 sym/s | Total: 7.2m | ETA: 1.1m
[2025-11-20T23:14:04.515622] [INFO ] [sig       ] [1166/1341] Forecasting UA...
[2025-11-20T23:14:04.515786] [INFO ] [sig       ] Generating forecast for: UA
[2025-11-20T23:14:04.515845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UA' from 'https://tdm.silogroup.org/data/derivative_storage/UA.csv'.
[2025-11-20T23:14:04.528870] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UA'.
[2025-11-20T23:14:04.529352] [INFO ] [FORECASTER] Starting predict_future for UA
[2025-11-20T23:14:04.530278] [DEBUG] [LOCAL     ] No optimal features file found for UA: ./output/feature-sets/UA.txt
[2025-11-20T23:14:04.530353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:04.530414] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:04.530459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:04.530572] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:04.601146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:04.602247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:04.602373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:04.602425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:04.727514] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:04.727779] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:04.727858] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:04.727925] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:04.732280] [DEBUG] [FORECASTER] UA: Forecast T+1@11:T+2@11: DOWN (p=9.41%)
[2025-11-20T23:14:04.732669] [INFO ] [FORECASTER] Completed predict_future for UA
[2025-11-20T23:14:04.732875] [INFO ] [sig       ] UA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:04.890513] [INFO ] [LOCAL     ] Saved forecast: UA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/UA.txt
[2025-11-20T23:14:04.890789] [INFO ] [sig       ] [1166/1341] Completed UA in 0.4s | 2.71 sym/s | Total: 7.2m | ETA: 1.1m
[2025-11-20T23:14:04.890848] [INFO ] [sig       ] [1167/1341] Forecasting UAN...
[2025-11-20T23:14:04.890912] [INFO ] [sig       ] Generating forecast for: UAN
[2025-11-20T23:14:04.890951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAN' from 'https://tdm.silogroup.org/data/derivative_storage/UAN.csv'.
[2025-11-20T23:14:04.903691] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UAN'.
[2025-11-20T23:14:04.904077] [INFO ] [FORECASTER] Starting predict_future for UAN
[2025-11-20T23:14:04.905018] [DEBUG] [LOCAL     ] No optimal features file found for UAN: ./output/feature-sets/UAN.txt
[2025-11-20T23:14:04.905090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:04.905139] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:04.905186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:04.905266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:04.976563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:04.977693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:04.977804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:04.977854] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:05.104399] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:05.105179] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:05.105243] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:05.105278] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:05.109306] [DEBUG] [FORECASTER] UAN: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-11-20T23:14:05.109664] [INFO ] [FORECASTER] Completed predict_future for UAN
[2025-11-20T23:14:05.109835] [INFO ] [sig       ] UAN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:05.254580] [INFO ] [LOCAL     ] Saved forecast: UAN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/UAN.txt
[2025-11-20T23:14:05.254795] [INFO ] [sig       ] [1167/1341] Completed UAN in 0.4s | 2.71 sym/s | Total: 7.2m | ETA: 1.1m
[2025-11-20T23:14:05.254852] [INFO ] [sig       ] [1168/1341] Forecasting UGI...
[2025-11-20T23:14:05.254892] [INFO ] [sig       ] Generating forecast for: UGI
[2025-11-20T23:14:05.254992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-11-20T23:14:05.268087] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UGI'.
[2025-11-20T23:14:05.268543] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-11-20T23:14:05.269505] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-11-20T23:14:05.269579] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:05.269665] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:05.269721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:05.269797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:05.340127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:05.341277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:05.341424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:05.341477] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:05.465470] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:05.465711] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:05.465770] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:05.465853] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:05.469758] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: UP (p=94.61%)
[2025-11-20T23:14:05.470095] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-11-20T23:14:05.470257] [INFO ] [sig       ] UGI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:05.611485] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/UGI.txt
[2025-11-20T23:14:05.611716] [INFO ] [sig       ] [1168/1341] Completed UGI in 0.4s | 2.71 sym/s | Total: 7.2m | ETA: 1.1m
[2025-11-20T23:14:05.611799] [INFO ] [sig       ] [1169/1341] Forecasting UGP...
[2025-11-20T23:14:05.611851] [INFO ] [sig       ] Generating forecast for: UGP
[2025-11-20T23:14:05.611905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-11-20T23:14:05.625204] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UGP'.
[2025-11-20T23:14:05.625727] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-11-20T23:14:05.626678] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-11-20T23:14:05.626751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:05.626801] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:05.626844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:05.626948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:05.705479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:05.706625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:05.706756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:05.706806] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:05.842293] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:05.842540] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:05.842596] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:05.842631] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:05.847235] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=23.09%)
[2025-11-20T23:14:05.847814] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-11-20T23:14:05.848037] [INFO ] [sig       ] UGP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:05.998895] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/UGP.txt
[2025-11-20T23:14:05.999116] [INFO ] [sig       ] [1169/1341] Completed UGP in 0.4s | 2.71 sym/s | Total: 7.2m | ETA: 1.1m
[2025-11-20T23:14:05.999178] [INFO ] [sig       ] [1170/1341] Forecasting UHAL...
[2025-11-20T23:14:05.999249] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-11-20T23:14:05.999306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-11-20T23:14:06.013425] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UHAL'.
[2025-11-20T23:14:06.013924] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-11-20T23:14:06.014918] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-11-20T23:14:06.014993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:06.015053] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:06.015100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:06.015189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:06.084973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:06.086203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:06.086338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:06.086413] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:06.221571] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:06.221844] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:06.221906] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:06.221942] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:06.226094] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=22.52%)
[2025-11-20T23:14:06.226438] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-11-20T23:14:06.226610] [INFO ] [sig       ] UHAL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:06.374988] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/UHAL.txt
[2025-11-20T23:14:06.375247] [INFO ] [sig       ] [1170/1341] Completed UHAL in 0.4s | 2.71 sym/s | Total: 7.2m | ETA: 1.1m
[2025-11-20T23:14:06.375318] [INFO ] [sig       ] [1171/1341] Forecasting UHS...
[2025-11-20T23:14:06.375391] [INFO ] [sig       ] Generating forecast for: UHS
[2025-11-20T23:14:06.375513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-11-20T23:14:06.390075] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UHS'.
[2025-11-20T23:14:06.390727] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-11-20T23:14:06.391782] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-11-20T23:14:06.391857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:06.391907] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:06.391952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:06.392027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:06.464039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:06.465251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:06.465364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:06.465414] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:06.601721] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:06.602002] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:06.602059] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:06.602095] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:06.606754] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-11-20T23:14:06.607419] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-11-20T23:14:06.607633] [INFO ] [sig       ] UHS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:06.755352] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/UHS.txt
[2025-11-20T23:14:06.755589] [INFO ] [sig       ] [1171/1341] Completed UHS in 0.4s | 2.71 sym/s | Total: 7.2m | ETA: 1.0m
[2025-11-20T23:14:06.755692] [INFO ] [sig       ] [1172/1341] Forecasting UHT...
[2025-11-20T23:14:06.755747] [INFO ] [sig       ] Generating forecast for: UHT
[2025-11-20T23:14:06.755791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHT' from 'https://tdm.silogroup.org/data/derivative_storage/UHT.csv'.
[2025-11-20T23:14:06.770436] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UHT'.
[2025-11-20T23:14:06.771014] [INFO ] [FORECASTER] Starting predict_future for UHT
[2025-11-20T23:14:06.771944] [DEBUG] [LOCAL     ] No optimal features file found for UHT: ./output/feature-sets/UHT.txt
[2025-11-20T23:14:06.772016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:06.772064] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:06.772121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:06.772196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:06.841066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:06.842302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:06.842410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:06.842461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:06.975097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:06.975328] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:06.975381] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:06.975415] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:06.979317] [DEBUG] [FORECASTER] UHT: Forecast T+1@11:T+2@11: DOWN (p=33.75%)
[2025-11-20T23:14:06.979703] [INFO ] [FORECASTER] Completed predict_future for UHT
[2025-11-20T23:14:06.979866] [INFO ] [sig       ] UHT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:07.123224] [INFO ] [LOCAL     ] Saved forecast: UHT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/UHT.txt
[2025-11-20T23:14:07.123436] [INFO ] [sig       ] [1172/1341] Completed UHT in 0.4s | 2.71 sym/s | Total: 7.2m | ETA: 1.0m
[2025-11-20T23:14:07.123492] [INFO ] [sig       ] [1173/1341] Forecasting UI...
[2025-11-20T23:14:07.123537] [INFO ] [sig       ] Generating forecast for: UI
[2025-11-20T23:14:07.123574] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-11-20T23:14:07.136972] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UI'.
[2025-11-20T23:14:07.137418] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-11-20T23:14:07.138342] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-11-20T23:14:07.138415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:07.138462] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:07.138504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:07.138624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:07.209798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:07.211035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:07.211159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:07.211223] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:07.341472] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:07.341733] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:07.341821] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:07.341869] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:07.345967] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: DOWN (p=32.60%)
[2025-11-20T23:14:07.346388] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-11-20T23:14:07.346583] [INFO ] [sig       ] UI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:07.495386] [INFO ] [LOCAL     ] Saved forecast: UI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/UI.txt
[2025-11-20T23:14:07.495636] [INFO ] [sig       ] [1173/1341] Completed UI in 0.4s | 2.71 sym/s | Total: 7.2m | ETA: 1.0m
[2025-11-20T23:14:07.495722] [INFO ] [sig       ] [1174/1341] Forecasting UIS...
[2025-11-20T23:14:07.495795] [INFO ] [sig       ] Generating forecast for: UIS
[2025-11-20T23:14:07.495841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-11-20T23:14:07.509807] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UIS'.
[2025-11-20T23:14:07.510308] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-11-20T23:14:07.511318] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-11-20T23:14:07.511392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:07.511441] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:07.511484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:07.511556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:07.582034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:07.583292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:07.583408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:07.583458] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:07.723839] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:07.724079] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:07.724132] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:07.724169] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:07.728254] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: UP (p=81.77%)
[2025-11-20T23:14:07.728592] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-11-20T23:14:07.728781] [INFO ] [sig       ] UIS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:07.876240] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/UIS.txt
[2025-11-20T23:14:07.876494] [INFO ] [sig       ] [1174/1341] Completed UIS in 0.4s | 2.71 sym/s | Total: 7.2m | ETA: 1.0m
[2025-11-20T23:14:07.876579] [INFO ] [sig       ] [1175/1341] Forecasting UL...
[2025-11-20T23:14:07.876634] [INFO ] [sig       ] Generating forecast for: UL
[2025-11-20T23:14:07.876706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-11-20T23:14:07.890546] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UL'.
[2025-11-20T23:14:07.891149] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-11-20T23:14:07.892091] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-11-20T23:14:07.892164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:07.892211] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:07.892251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:07.892324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:07.960564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:07.961805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:07.961929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:07.961976] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:08.095850] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:08.096100] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:08.096151] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:08.096185] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:08.100603] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=25.11%)
[2025-11-20T23:14:08.101167] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-11-20T23:14:08.101403] [INFO ] [sig       ] UL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:08.258960] [INFO ] [LOCAL     ] Saved forecast: UL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/UL.txt
[2025-11-20T23:14:08.259451] [INFO ] [sig       ] [1175/1341] Completed UL in 0.4s | 2.71 sym/s | Total: 7.2m | ETA: 1.0m
[2025-11-20T23:14:08.259564] [INFO ] [sig       ] [1176/1341] Forecasting UMC...
[2025-11-20T23:14:08.259677] [INFO ] [sig       ] Generating forecast for: UMC
[2025-11-20T23:14:08.259790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-11-20T23:14:08.273819] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UMC'.
[2025-11-20T23:14:08.274375] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-11-20T23:14:08.275419] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-11-20T23:14:08.275493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:08.275542] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:08.275581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:08.275678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:08.344228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:08.345338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:08.345453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:08.345501] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:08.474966] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:08.475231] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:08.475286] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:08.475322] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:08.479333] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=14.72%)
[2025-11-20T23:14:08.479750] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-11-20T23:14:08.479948] [INFO ] [sig       ] UMC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:08.634396] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/UMC.txt
[2025-11-20T23:14:08.634743] [INFO ] [sig       ] [1176/1341] Completed UMC in 0.4s | 2.71 sym/s | Total: 7.2m | ETA: 1.0m
[2025-11-20T23:14:08.634821] [INFO ] [sig       ] [1177/1341] Forecasting UMH...
[2025-11-20T23:14:08.634871] [INFO ] [sig       ] Generating forecast for: UMH
[2025-11-20T23:14:08.634915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-11-20T23:14:08.650181] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UMH'.
[2025-11-20T23:14:08.650853] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-11-20T23:14:08.652078] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-11-20T23:14:08.652171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:08.652259] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:08.652326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:08.652413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:08.728363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:08.729859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:08.729994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:08.730070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:08.868765] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:08.869014] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:08.869079] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:08.869125] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:08.873494] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: UP (p=59.19%)
[2025-11-20T23:14:08.873909] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-11-20T23:14:08.874117] [INFO ] [sig       ] UMH: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:09.021803] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/UMH.txt
[2025-11-20T23:14:09.022089] [INFO ] [sig       ] [1177/1341] Completed UMH in 0.4s | 2.71 sym/s | Total: 7.2m | ETA: 1.0m
[2025-11-20T23:14:09.022146] [INFO ] [sig       ] [1178/1341] Forecasting UNF...
[2025-11-20T23:14:09.022262] [INFO ] [sig       ] Generating forecast for: UNF
[2025-11-20T23:14:09.022310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-11-20T23:14:09.036820] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UNF'.
[2025-11-20T23:14:09.037472] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-11-20T23:14:09.038506] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-11-20T23:14:09.038581] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:09.038630] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:09.038692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:09.038767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:09.107981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:09.109132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:09.109250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:09.109302] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:09.240659] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:09.240933] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:09.241005] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:09.241043] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:09.245285] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: DOWN (p=18.14%)
[2025-11-20T23:14:09.245679] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-11-20T23:14:09.245871] [INFO ] [sig       ] UNF: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:09.397903] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/UNF.txt
[2025-11-20T23:14:09.398166] [INFO ] [sig       ] [1178/1341] Completed UNF in 0.4s | 2.71 sym/s | Total: 7.2m | ETA: 1.0m
[2025-11-20T23:14:09.398229] [INFO ] [sig       ] [1179/1341] Forecasting UNFI...
[2025-11-20T23:14:09.398350] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-11-20T23:14:09.398404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-11-20T23:14:09.412440] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UNFI'.
[2025-11-20T23:14:09.412951] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-11-20T23:14:09.413892] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-11-20T23:14:09.413965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:09.414014] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:09.414055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:09.414127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:09.483902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:09.485005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:09.485119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:09.485169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:09.604867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:09.605103] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:09.605159] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:09.605196] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:09.609265] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-11-20T23:14:09.609634] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-11-20T23:14:09.609827] [INFO ] [sig       ] UNFI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:09.755013] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/UNFI.txt
[2025-11-20T23:14:09.755228] [INFO ] [sig       ] [1179/1341] Completed UNFI in 0.4s | 2.71 sym/s | Total: 7.3m | ETA: 59.8s
[2025-11-20T23:14:09.755287] [INFO ] [sig       ] [1180/1341] Forecasting UNH...
[2025-11-20T23:14:09.755330] [INFO ] [sig       ] Generating forecast for: UNH
[2025-11-20T23:14:09.755376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'.
[2025-11-20T23:14:09.768850] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UNH'.
[2025-11-20T23:14:09.769321] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-11-20T23:14:09.770263] [DEBUG] [LOCAL     ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt
[2025-11-20T23:14:09.770336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:09.770383] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:09.770424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:09.770495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:09.838118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:09.839251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:09.839370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:09.839413] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:09.965408] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:09.965683] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:09.965747] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:09.965783] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:09.969859] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: DOWN (p=25.24%)
[2025-11-20T23:14:09.970223] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-11-20T23:14:09.970388] [INFO ] [sig       ] UNH: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:10.208389] [INFO ] [LOCAL     ] Saved forecast: UNH	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/UNH.txt
[2025-11-20T23:14:10.208712] [INFO ] [sig       ] [1180/1341] Completed UNH in 0.5s | 2.71 sym/s | Total: 7.3m | ETA: 59.4s
[2025-11-20T23:14:10.208818] [INFO ] [sig       ] [1181/1341] Forecasting UNM...
[2025-11-20T23:14:10.208868] [INFO ] [sig       ] Generating forecast for: UNM
[2025-11-20T23:14:10.208937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-11-20T23:14:10.222304] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UNM'.
[2025-11-20T23:14:10.222868] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-11-20T23:14:10.223866] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-11-20T23:14:10.223940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:10.223991] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:10.224046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:10.224134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:10.295000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:10.296204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:10.296382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:10.296450] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:10.416707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:10.416960] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:10.417037] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:10.417074] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:10.421134] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: DOWN (p=12.05%)
[2025-11-20T23:14:10.421497] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-11-20T23:14:10.421684] [INFO ] [sig       ] UNM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:10.568502] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/UNM.txt
[2025-11-20T23:14:10.568742] [INFO ] [sig       ] [1181/1341] Completed UNM in 0.4s | 2.71 sym/s | Total: 7.3m | ETA: 59.0s
[2025-11-20T23:14:10.568816] [INFO ] [sig       ] [1182/1341] Forecasting UNMA...
[2025-11-20T23:14:10.568854] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-11-20T23:14:10.568920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-11-20T23:14:10.581281] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UNMA'.
[2025-11-20T23:14:10.581739] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-11-20T23:14:10.582660] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-11-20T23:14:10.582732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:10.582774] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:10.582827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:10.582902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:10.653943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:10.655262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:10.655390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:10.655453] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:10.773735] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:10.773965] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:10.774016] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:10.774049] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:10.778026] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=78.59%)
[2025-11-20T23:14:10.778525] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-11-20T23:14:10.778737] [INFO ] [sig       ] UNMA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:10.923743] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/UNMA.txt
[2025-11-20T23:14:10.924012] [INFO ] [sig       ] [1182/1341] Completed UNMA in 0.4s | 2.71 sym/s | Total: 7.3m | ETA: 58.7s
[2025-11-20T23:14:10.924094] [INFO ] [sig       ] [1183/1341] Forecasting UNP...
[2025-11-20T23:14:10.924156] [INFO ] [sig       ] Generating forecast for: UNP
[2025-11-20T23:14:10.924203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-11-20T23:14:10.938701] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UNP'.
[2025-11-20T23:14:10.939234] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-11-20T23:14:10.940178] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-11-20T23:14:10.940253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:10.940304] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:10.940345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:10.940420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:11.009747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:11.010917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:11.011053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:11.011104] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:11.138148] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:11.138394] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:11.138453] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:11.138487] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:11.142716] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=48.58%)
[2025-11-20T23:14:11.143233] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-11-20T23:14:11.143453] [INFO ] [sig       ] UNP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:11.292899] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/UNP.txt
[2025-11-20T23:14:11.293148] [INFO ] [sig       ] [1183/1341] Completed UNP in 0.4s | 2.71 sym/s | Total: 7.3m | ETA: 58.3s
[2025-11-20T23:14:11.293213] [INFO ] [sig       ] [1184/1341] Forecasting UP...
[2025-11-20T23:14:11.293258] [INFO ] [sig       ] Generating forecast for: UP
[2025-11-20T23:14:11.293301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UP' from 'https://tdm.silogroup.org/data/derivative_storage/UP.csv'.
[2025-11-20T23:14:11.305251] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UP'.
[2025-11-20T23:14:11.305577] [INFO ] [FORECASTER] Starting predict_future for UP
[2025-11-20T23:14:11.306420] [DEBUG] [LOCAL     ] No optimal features file found for UP: ./output/feature-sets/UP.txt
[2025-11-20T23:14:11.306491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:11.306529] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:11.306569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:11.306670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:11.377532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:11.378392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:11.378501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:11.378550] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:11.498469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:11.498713] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:11.498777] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:11.498811] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:11.502484] [DEBUG] [FORECASTER] UP: Forecast T+1@11:T+2@11: DOWN (p=31.16%)
[2025-11-20T23:14:11.502887] [INFO ] [FORECASTER] Completed predict_future for UP
[2025-11-20T23:14:11.503053] [INFO ] [sig       ] UP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:11.648255] [INFO ] [LOCAL     ] Saved forecast: UP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/UP.txt
[2025-11-20T23:14:11.648493] [INFO ] [sig       ] [1184/1341] Completed UP in 0.4s | 2.71 sym/s | Total: 7.3m | ETA: 57.9s
[2025-11-20T23:14:11.648555] [INFO ] [sig       ] [1185/1341] Forecasting UPS...
[2025-11-20T23:14:11.648611] [INFO ] [sig       ] Generating forecast for: UPS
[2025-11-20T23:14:11.648688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-11-20T23:14:11.660996] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UPS'.
[2025-11-20T23:14:11.661480] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-11-20T23:14:11.662341] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-11-20T23:14:11.662414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:11.662489] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:11.662532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:11.662610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:11.731926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:11.732924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:11.733029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:11.733079] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:11.859033] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:11.859243] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:11.859291] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:11.859323] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:11.862864] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: UP (p=66.44%)
[2025-11-20T23:14:11.863156] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-11-20T23:14:11.863301] [INFO ] [sig       ] UPS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:12.003405] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/UPS.txt
[2025-11-20T23:14:12.003605] [INFO ] [sig       ] [1185/1341] Completed UPS in 0.4s | 2.71 sym/s | Total: 7.3m | ETA: 57.6s
[2025-11-20T23:14:12.003718] [INFO ] [sig       ] [1186/1341] Forecasting URI...
[2025-11-20T23:14:12.003773] [INFO ] [sig       ] Generating forecast for: URI
[2025-11-20T23:14:12.003838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-11-20T23:14:12.019576] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'URI'.
[2025-11-20T23:14:12.020107] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-11-20T23:14:12.020958] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-11-20T23:14:12.021028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:12.021076] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:12.021116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:12.021188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:12.088315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:12.089142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:12.089259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:12.089309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:12.209916] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:12.210108] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:12.210158] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:12.210191] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:12.213582] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=9.59%)
[2025-11-20T23:14:12.213892] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-11-20T23:14:12.214045] [INFO ] [sig       ] URI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:12.363348] [INFO ] [LOCAL     ] Saved forecast: URI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/URI.txt
[2025-11-20T23:14:12.363567] [INFO ] [sig       ] [1186/1341] Completed URI in 0.4s | 2.71 sym/s | Total: 7.3m | ETA: 57.2s
[2025-11-20T23:14:12.363665] [INFO ] [sig       ] [1187/1341] Forecasting USA...
[2025-11-20T23:14:12.363746] [INFO ] [sig       ] Generating forecast for: USA
[2025-11-20T23:14:12.363790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-11-20T23:14:12.376184] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'USA'.
[2025-11-20T23:14:12.376727] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-11-20T23:14:12.377581] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-11-20T23:14:12.377675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:12.377730] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:12.377770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:12.377850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:12.445938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:12.447015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:12.447136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:12.447185] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:12.579911] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:12.580159] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:12.580210] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:12.580245] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:12.584235] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=64.19%)
[2025-11-20T23:14:12.584778] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-11-20T23:14:12.584992] [INFO ] [sig       ] USA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:12.739689] [INFO ] [LOCAL     ] Saved forecast: USA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/USA.txt
[2025-11-20T23:14:12.739924] [INFO ] [sig       ] [1187/1341] Completed USA in 0.4s | 2.71 sym/s | Total: 7.3m | ETA: 56.8s
[2025-11-20T23:14:12.739990] [INFO ] [sig       ] [1188/1341] Forecasting USAC...
[2025-11-20T23:14:12.740098] [INFO ] [sig       ] Generating forecast for: USAC
[2025-11-20T23:14:12.740149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-11-20T23:14:12.753137] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'USAC'.
[2025-11-20T23:14:12.753596] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-11-20T23:14:12.754436] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-11-20T23:14:12.754509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:12.754555] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:12.754597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:12.754687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:12.823450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:12.824158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:12.824256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:12.824303] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:12.947888] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:12.948094] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:12.948144] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:12.948177] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:12.952218] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=78.97%)
[2025-11-20T23:14:12.952665] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-11-20T23:14:12.952880] [INFO ] [sig       ] USAC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:13.095208] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/USAC.txt
[2025-11-20T23:14:13.095397] [INFO ] [sig       ] [1188/1341] Completed USAC in 0.4s | 2.71 sym/s | Total: 7.3m | ETA: 56.5s
[2025-11-20T23:14:13.095451] [INFO ] [sig       ] [1189/1341] Forecasting USB...
[2025-11-20T23:14:13.095550] [INFO ] [sig       ] Generating forecast for: USB
[2025-11-20T23:14:13.095595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-11-20T23:14:13.106789] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'USB'.
[2025-11-20T23:14:13.107145] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-11-20T23:14:13.107966] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-11-20T23:14:13.108036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:13.108082] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:13.108121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:13.108188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:13.174284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:13.175057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:13.175153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:13.175198] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:13.257444] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:13.257657] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:13.257855] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:13.257912] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:13.261622] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=6.83%)
[2025-11-20T23:14:13.261983] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-11-20T23:14:13.262138] [INFO ] [sig       ] USB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:13.402728] [INFO ] [LOCAL     ] Saved forecast: USB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/USB.txt
[2025-11-20T23:14:13.402877] [INFO ] [sig       ] [1189/1341] Completed USB in 0.3s | 2.71 sym/s | Total: 7.3m | ETA: 56.1s
[2025-11-20T23:14:13.402930] [INFO ] [sig       ] [1190/1341] Forecasting USFD...
[2025-11-20T23:14:13.402971] [INFO ] [sig       ] Generating forecast for: USFD
[2025-11-20T23:14:13.403011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-11-20T23:14:13.414125] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'USFD'.
[2025-11-20T23:14:13.414488] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-11-20T23:14:13.415302] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-11-20T23:14:13.415371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:13.415415] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:13.415453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:13.415518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:13.485041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:13.485835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:13.485935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:13.485982] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:13.564023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:13.564204] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:13.564251] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:13.564284] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:13.567983] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=86.42%)
[2025-11-20T23:14:13.568325] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-11-20T23:14:13.568488] [INFO ] [sig       ] USFD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:13.710688] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/USFD.txt
[2025-11-20T23:14:13.710847] [INFO ] [sig       ] [1190/1341] Completed USFD in 0.3s | 2.71 sym/s | Total: 7.3m | ETA: 55.7s
[2025-11-20T23:14:13.710899] [INFO ] [sig       ] [1191/1341] Forecasting USNA...
[2025-11-20T23:14:13.710945] [INFO ] [sig       ] Generating forecast for: USNA
[2025-11-20T23:14:13.710983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USNA' from 'https://tdm.silogroup.org/data/derivative_storage/USNA.csv'.
[2025-11-20T23:14:13.722086] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'USNA'.
[2025-11-20T23:14:13.722424] [INFO ] [FORECASTER] Starting predict_future for USNA
[2025-11-20T23:14:13.723231] [DEBUG] [LOCAL     ] No optimal features file found for USNA: ./output/feature-sets/USNA.txt
[2025-11-20T23:14:13.723300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:13.723344] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:13.723382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:13.723447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:13.791595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:13.792279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:13.792375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:13.792423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:13.870114] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:13.870308] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:13.870358] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:13.870392] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:13.873950] [DEBUG] [FORECASTER] USNA: Forecast T+1@11:T+2@11: DOWN (p=9.27%)
[2025-11-20T23:14:13.874261] [INFO ] [FORECASTER] Completed predict_future for USNA
[2025-11-20T23:14:13.874402] [INFO ] [sig       ] USNA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:14.014394] [INFO ] [LOCAL     ] Saved forecast: USNA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/USNA.txt
[2025-11-20T23:14:14.014539] [INFO ] [sig       ] [1191/1341] Completed USNA in 0.3s | 2.71 sym/s | Total: 7.3m | ETA: 55.3s
[2025-11-20T23:14:14.014591] [INFO ] [sig       ] [1192/1341] Forecasting USPH...
[2025-11-20T23:14:14.014633] [INFO ] [sig       ] Generating forecast for: USPH
[2025-11-20T23:14:14.014693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USPH' from 'https://tdm.silogroup.org/data/derivative_storage/USPH.csv'.
[2025-11-20T23:14:14.026471] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'USPH'.
[2025-11-20T23:14:14.026831] [INFO ] [FORECASTER] Starting predict_future for USPH
[2025-11-20T23:14:14.027664] [DEBUG] [LOCAL     ] No optimal features file found for USPH: ./output/feature-sets/USPH.txt
[2025-11-20T23:14:14.027733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:14.027779] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:14.027819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:14.027886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:14.096537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:14.097265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:14.097362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:14.097407] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:14.202521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:14.202750] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:14.202812] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:14.202869] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:14.206411] [DEBUG] [FORECASTER] USPH: Forecast T+1@11:T+2@11: UP (p=85.27%)
[2025-11-20T23:14:14.206730] [INFO ] [FORECASTER] Completed predict_future for USPH
[2025-11-20T23:14:14.206889] [INFO ] [sig       ] USPH: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:14.348002] [INFO ] [LOCAL     ] Saved forecast: USPH	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/USPH.txt
[2025-11-20T23:14:14.348161] [INFO ] [sig       ] [1192/1341] Completed USPH in 0.3s | 2.71 sym/s | Total: 7.3m | ETA: 54.9s
[2025-11-20T23:14:14.348212] [INFO ] [sig       ] [1193/1341] Forecasting UTF...
[2025-11-20T23:14:14.348253] [INFO ] [sig       ] Generating forecast for: UTF
[2025-11-20T23:14:14.348314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-11-20T23:14:14.359385] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UTF'.
[2025-11-20T23:14:14.359756] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-11-20T23:14:14.360548] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-11-20T23:14:14.360619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:14.360687] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:14.360728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:14.360796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:14.427902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:14.428550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:14.428670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:14.428729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:14.553781] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:14.553983] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:14.554030] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:14.554065] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:14.557546] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-11-20T23:14:14.557896] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-11-20T23:14:14.558050] [INFO ] [sig       ] UTF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:14.697890] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/UTF.txt
[2025-11-20T23:14:14.698043] [INFO ] [sig       ] [1193/1341] Completed UTF in 0.3s | 2.71 sym/s | Total: 7.3m | ETA: 54.6s
[2025-11-20T23:14:14.698097] [INFO ] [sig       ] [1194/1341] Forecasting UTI...
[2025-11-20T23:14:14.698141] [INFO ] [sig       ] Generating forecast for: UTI
[2025-11-20T23:14:14.698208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-11-20T23:14:14.709053] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UTI'.
[2025-11-20T23:14:14.709403] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-11-20T23:14:14.710214] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-11-20T23:14:14.710284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:14.710328] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:14.710366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:14.710431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:14.777639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:14.778325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:14.778422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:14.778486] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:14.898833] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:14.899056] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:14.899119] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:14.899155] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:14.902724] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=93.25%)
[2025-11-20T23:14:14.903028] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-11-20T23:14:14.903174] [INFO ] [sig       ] UTI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:15.043603] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/UTI.txt
[2025-11-20T23:14:15.043779] [INFO ] [sig       ] [1194/1341] Completed UTI in 0.3s | 2.71 sym/s | Total: 7.3m | ETA: 54.2s
[2025-11-20T23:14:15.043833] [INFO ] [sig       ] [1195/1341] Forecasting UTL...
[2025-11-20T23:14:15.043871] [INFO ] [sig       ] Generating forecast for: UTL
[2025-11-20T23:14:15.043938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-11-20T23:14:15.054858] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UTL'.
[2025-11-20T23:14:15.055265] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-11-20T23:14:15.056084] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-11-20T23:14:15.056154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:15.056199] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:15.056243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:15.056311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:15.125341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:15.126191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:15.126290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:15.126336] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:15.245485] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:15.245725] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:15.245798] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:15.245845] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:15.249605] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=4.73%)
[2025-11-20T23:14:15.250067] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-11-20T23:14:15.250314] [INFO ] [sig       ] UTL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:15.392181] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/UTL.txt
[2025-11-20T23:14:15.392349] [INFO ] [sig       ] [1195/1341] Completed UTL in 0.3s | 2.71 sym/s | Total: 7.3m | ETA: 53.8s
[2025-11-20T23:14:15.392405] [INFO ] [sig       ] [1196/1341] Forecasting UTZ...
[2025-11-20T23:14:15.392445] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-11-20T23:14:15.392510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-11-20T23:14:15.403765] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UTZ'.
[2025-11-20T23:14:15.404122] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-11-20T23:14:15.404942] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-11-20T23:14:15.405010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:15.405055] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:15.405092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:15.405177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:15.471328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:15.472005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:15.472102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:15.472150] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:15.596999] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:15.597182] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:15.597230] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:15.597264] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:15.600993] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: DOWN (p=39.92%)
[2025-11-20T23:14:15.601393] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-11-20T23:14:15.601619] [INFO ] [sig       ] UTZ: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:15.742774] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/UTZ.txt
[2025-11-20T23:14:15.742933] [INFO ] [sig       ] [1196/1341] Completed UTZ in 0.4s | 2.71 sym/s | Total: 7.3m | ETA: 53.5s
[2025-11-20T23:14:15.742986] [INFO ] [sig       ] [1197/1341] Forecasting UVE...
[2025-11-20T23:14:15.743027] [INFO ] [sig       ] Generating forecast for: UVE
[2025-11-20T23:14:15.743065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-11-20T23:14:15.754697] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UVE'.
[2025-11-20T23:14:15.755059] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-11-20T23:14:15.755894] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-11-20T23:14:15.755964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:15.756010] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:15.756051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:15.756120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:15.824339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:15.825003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:15.825100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:15.825145] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:15.933582] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:15.933793] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:15.933857] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:15.933902] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:15.937483] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=25.03%)
[2025-11-20T23:14:15.937867] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-11-20T23:14:15.938034] [INFO ] [sig       ] UVE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:16.077336] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/UVE.txt
[2025-11-20T23:14:16.077490] [INFO ] [sig       ] [1197/1341] Completed UVE in 0.3s | 2.71 sym/s | Total: 7.4m | ETA: 53.1s
[2025-11-20T23:14:16.077543] [INFO ] [sig       ] [1198/1341] Forecasting UVV...
[2025-11-20T23:14:16.077585] [INFO ] [sig       ] Generating forecast for: UVV
[2025-11-20T23:14:16.077671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVV' from 'https://tdm.silogroup.org/data/derivative_storage/UVV.csv'.
[2025-11-20T23:14:16.088739] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UVV'.
[2025-11-20T23:14:16.089107] [INFO ] [FORECASTER] Starting predict_future for UVV
[2025-11-20T23:14:16.089921] [DEBUG] [LOCAL     ] No optimal features file found for UVV: ./output/feature-sets/UVV.txt
[2025-11-20T23:14:16.090005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:16.090051] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:16.090089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:16.090155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:16.157600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:16.158269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:16.158364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:16.158410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:16.265160] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:16.265394] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:16.265453] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:16.265489] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:16.269058] [DEBUG] [FORECASTER] UVV: Forecast T+1@11:T+2@11: DOWN (p=22.79%)
[2025-11-20T23:14:16.269451] [INFO ] [FORECASTER] Completed predict_future for UVV
[2025-11-20T23:14:16.269680] [INFO ] [sig       ] UVV: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:16.410958] [INFO ] [LOCAL     ] Saved forecast: UVV	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/UVV.txt
[2025-11-20T23:14:16.411123] [INFO ] [sig       ] [1198/1341] Completed UVV in 0.3s | 2.71 sym/s | Total: 7.4m | ETA: 52.7s
[2025-11-20T23:14:16.411178] [INFO ] [sig       ] [1199/1341] Forecasting UWMC...
[2025-11-20T23:14:16.411220] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-11-20T23:14:16.411283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-11-20T23:14:16.422800] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UWMC'.
[2025-11-20T23:14:16.423157] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-11-20T23:14:16.423966] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-11-20T23:14:16.424036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:16.424080] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:16.424120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:16.424188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:16.490494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:16.491422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:16.491544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:16.491597] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:16.593607] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:16.593828] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:16.593878] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:16.593913] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:16.597538] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-11-20T23:14:16.597872] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-11-20T23:14:16.598023] [INFO ] [sig       ] UWMC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:16.739325] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/UWMC.txt
[2025-11-20T23:14:16.739541] [INFO ] [sig       ] [1199/1341] Completed UWMC in 0.3s | 2.71 sym/s | Total: 7.4m | ETA: 52.3s
[2025-11-20T23:14:16.739657] [INFO ] [sig       ] [1200/1341] Forecasting UZD...
[2025-11-20T23:14:16.739708] [INFO ] [sig       ] Generating forecast for: UZD
[2025-11-20T23:14:16.739754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZD' from 'https://tdm.silogroup.org/data/derivative_storage/UZD.csv'.
[2025-11-20T23:14:16.750434] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UZD'.
[2025-11-20T23:14:16.750889] [INFO ] [FORECASTER] Starting predict_future for UZD
[2025-11-20T23:14:16.751724] [DEBUG] [LOCAL     ] No optimal features file found for UZD: ./output/feature-sets/UZD.txt
[2025-11-20T23:14:16.751795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:16.751840] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:16.751880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:16.751947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:16.819371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:16.820340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:16.820456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:16.820503] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:16.921851] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:16.922096] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:16.922151] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:16.922187] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:16.925769] [DEBUG] [FORECASTER] UZD: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-11-20T23:14:16.926071] [INFO ] [FORECASTER] Completed predict_future for UZD
[2025-11-20T23:14:16.926213] [INFO ] [sig       ] UZD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:17.069887] [INFO ] [LOCAL     ] Saved forecast: UZD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/UZD.txt
[2025-11-20T23:14:17.070050] [INFO ] [sig       ] [1200/1341] Completed UZD in 0.3s | 2.71 sym/s | Total: 7.4m | ETA: 52.0s
[2025-11-20T23:14:17.070105] [INFO ] [sig       ] [1201/1341] Forecasting UZE...
[2025-11-20T23:14:17.070182] [INFO ] [sig       ] Generating forecast for: UZE
[2025-11-20T23:14:17.070226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-11-20T23:14:17.082700] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'UZE'.
[2025-11-20T23:14:17.083108] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-11-20T23:14:17.083911] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-11-20T23:14:17.083981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:17.084027] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:17.084068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:17.084136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:17.151255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:17.151948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:17.152055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:17.152104] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:17.250296] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:17.250483] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:17.250530] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:17.250566] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:17.254086] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: UP (p=57.25%)
[2025-11-20T23:14:17.254555] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-11-20T23:14:17.254798] [INFO ] [sig       ] UZE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:17.393782] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/UZE.txt
[2025-11-20T23:14:17.393936] [INFO ] [sig       ] [1201/1341] Completed UZE in 0.3s | 2.71 sym/s | Total: 7.4m | ETA: 51.6s
[2025-11-20T23:14:17.393992] [INFO ] [sig       ] [1202/1341] Forecasting V...
[2025-11-20T23:14:17.394036] [INFO ] [sig       ] Generating forecast for: V
[2025-11-20T23:14:17.394101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'V' from 'https://tdm.silogroup.org/data/derivative_storage/V.csv'.
[2025-11-20T23:14:17.405471] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'V'.
[2025-11-20T23:14:17.405853] [INFO ] [FORECASTER] Starting predict_future for V
[2025-11-20T23:14:17.406631] [DEBUG] [LOCAL     ] No optimal features file found for V: ./output/feature-sets/V.txt
[2025-11-20T23:14:17.406721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:17.406769] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:17.406809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:17.406897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:17.473874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:17.474828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:17.474935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:17.474980] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:17.577342] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:17.577559] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:17.577609] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:17.577668] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:17.581286] [DEBUG] [FORECASTER] V: Forecast T+1@11:T+2@11: UP (p=68.21%)
[2025-11-20T23:14:17.581595] [INFO ] [FORECASTER] Completed predict_future for V
[2025-11-20T23:14:17.581753] [INFO ] [sig       ] V: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:17.723101] [INFO ] [LOCAL     ] Saved forecast: V	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/V.txt
[2025-11-20T23:14:17.723261] [INFO ] [sig       ] [1202/1341] Completed V in 0.3s | 2.71 sym/s | Total: 7.4m | ETA: 51.2s
[2025-11-20T23:14:17.723313] [INFO ] [sig       ] [1203/1341] Forecasting VAC...
[2025-11-20T23:14:17.723354] [INFO ] [sig       ] Generating forecast for: VAC
[2025-11-20T23:14:17.723426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-11-20T23:14:17.735010] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VAC'.
[2025-11-20T23:14:17.735339] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-11-20T23:14:17.736147] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-11-20T23:14:17.736216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:17.736261] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:17.736301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:17.736374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:17.804164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:17.804919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:17.805019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:17.805068] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:17.893217] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:17.893411] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:17.893457] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:17.893491] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:17.896902] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=90.21%)
[2025-11-20T23:14:17.897210] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-11-20T23:14:17.897371] [INFO ] [sig       ] VAC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:18.039171] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VAC.txt
[2025-11-20T23:14:18.039342] [INFO ] [sig       ] [1203/1341] Completed VAC in 0.3s | 2.71 sym/s | Total: 7.4m | ETA: 50.9s
[2025-11-20T23:14:18.039395] [INFO ] [sig       ] [1204/1341] Forecasting VAL...
[2025-11-20T23:14:18.039440] [INFO ] [sig       ] Generating forecast for: VAL
[2025-11-20T23:14:18.039484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-11-20T23:14:18.050818] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VAL'.
[2025-11-20T23:14:18.051201] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-11-20T23:14:18.052008] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-11-20T23:14:18.052078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:18.052123] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:18.052164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:18.052237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:18.122045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:18.122805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:18.122918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:18.122968] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:18.205659] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:18.205856] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:18.205903] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:18.205937] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:18.209327] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=32.93%)
[2025-11-20T23:14:18.209620] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-11-20T23:14:18.209773] [INFO ] [sig       ] VAL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:18.354950] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/VAL.txt
[2025-11-20T23:14:18.355106] [INFO ] [sig       ] [1204/1341] Completed VAL in 0.3s | 2.71 sym/s | Total: 7.4m | ETA: 50.5s
[2025-11-20T23:14:18.355162] [INFO ] [sig       ] [1205/1341] Forecasting VALE...
[2025-11-20T23:14:18.355208] [INFO ] [sig       ] Generating forecast for: VALE
[2025-11-20T23:14:18.355273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-11-20T23:14:18.366576] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VALE'.
[2025-11-20T23:14:18.366997] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-11-20T23:14:18.367875] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-11-20T23:14:18.367947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:18.367992] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:18.368031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:18.368098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:18.437939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:18.438710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:18.438828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:18.438891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:18.541390] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:18.541582] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:18.541666] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:18.541727] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:18.545208] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2025-11-20T23:14:18.545527] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-11-20T23:14:18.545701] [INFO ] [sig       ] VALE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:18.688347] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VALE.txt
[2025-11-20T23:14:18.688521] [INFO ] [sig       ] [1205/1341] Completed VALE in 0.3s | 2.71 sym/s | Total: 7.4m | ETA: 50.1s
[2025-11-20T23:14:18.688574] [INFO ] [sig       ] [1206/1341] Forecasting VATE...
[2025-11-20T23:14:18.688617] [INFO ] [sig       ] Generating forecast for: VATE
[2025-11-20T23:14:18.688777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VATE' from 'https://tdm.silogroup.org/data/derivative_storage/VATE.csv'.
[2025-11-20T23:14:18.699573] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VATE'.
[2025-11-20T23:14:18.699869] [INFO ] [FORECASTER] Starting predict_future for VATE
[2025-11-20T23:14:18.700666] [DEBUG] [LOCAL     ] No optimal features file found for VATE: ./output/feature-sets/VATE.txt
[2025-11-20T23:14:18.700736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:18.700782] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:18.700827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:18.700896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:18.768766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:18.769413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:18.769507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:18.769554] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:18.871259] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:18.871417] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:18.871460] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:18.871494] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:18.874944] [DEBUG] [FORECASTER] VATE: Forecast T+1@11:T+2@11: DOWN (p=25.48%)
[2025-11-20T23:14:18.875238] [INFO ] [FORECASTER] Completed predict_future for VATE
[2025-11-20T23:14:18.875371] [INFO ] [sig       ] VATE: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:19.019374] [INFO ] [LOCAL     ] Saved forecast: VATE	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/VATE.txt
[2025-11-20T23:14:19.019529] [INFO ] [sig       ] [1206/1341] Completed VATE in 0.3s | 2.71 sym/s | Total: 7.4m | ETA: 49.7s
[2025-11-20T23:14:19.019585] [INFO ] [sig       ] [1207/1341] Forecasting VBF...
[2025-11-20T23:14:19.019628] [INFO ] [sig       ] Generating forecast for: VBF
[2025-11-20T23:14:19.019722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-11-20T23:14:19.030721] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VBF'.
[2025-11-20T23:14:19.031062] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-11-20T23:14:19.031860] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-11-20T23:14:19.031929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:19.031974] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:19.032007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:19.032072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:19.099250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:19.099969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:19.100065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:19.100112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:19.198248] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:19.198412] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:19.198457] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:19.198491] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:19.201900] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-11-20T23:14:19.202197] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-11-20T23:14:19.202335] [INFO ] [sig       ] VBF: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:19.342012] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/VBF.txt
[2025-11-20T23:14:19.342154] [INFO ] [sig       ] [1207/1341] Completed VBF in 0.3s | 2.71 sym/s | Total: 7.4m | ETA: 49.4s
[2025-11-20T23:14:19.342206] [INFO ] [sig       ] [1208/1341] Forecasting VCV...
[2025-11-20T23:14:19.342270] [INFO ] [sig       ] Generating forecast for: VCV
[2025-11-20T23:14:19.342316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCV' from 'https://tdm.silogroup.org/data/derivative_storage/VCV.csv'.
[2025-11-20T23:14:19.353722] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VCV'.
[2025-11-20T23:14:19.354065] [INFO ] [FORECASTER] Starting predict_future for VCV
[2025-11-20T23:14:19.354867] [DEBUG] [LOCAL     ] No optimal features file found for VCV: ./output/feature-sets/VCV.txt
[2025-11-20T23:14:19.354936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:19.354981] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:19.355022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:19.355090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:19.421031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:19.421637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:19.421751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:19.421797] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:19.535837] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:19.536054] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:19.536108] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:19.536141] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:19.539670] [DEBUG] [FORECASTER] VCV: Forecast T+1@11:T+2@11: UP (p=59.20%)
[2025-11-20T23:14:19.540005] [INFO ] [FORECASTER] Completed predict_future for VCV
[2025-11-20T23:14:19.540157] [INFO ] [sig       ] VCV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:19.696860] [INFO ] [LOCAL     ] Saved forecast: VCV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VCV.txt
[2025-11-20T23:14:19.697113] [INFO ] [sig       ] [1208/1341] Completed VCV in 0.4s | 2.71 sym/s | Total: 7.4m | ETA: 49.0s
[2025-11-20T23:14:19.697203] [INFO ] [sig       ] [1209/1341] Forecasting VEEV...
[2025-11-20T23:14:19.697252] [INFO ] [sig       ] Generating forecast for: VEEV
[2025-11-20T23:14:19.697293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEV' from 'https://tdm.silogroup.org/data/derivative_storage/VEEV.csv'.
[2025-11-20T23:14:19.709333] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VEEV'.
[2025-11-20T23:14:19.709743] [INFO ] [FORECASTER] Starting predict_future for VEEV
[2025-11-20T23:14:19.710535] [DEBUG] [LOCAL     ] No optimal features file found for VEEV: ./output/feature-sets/VEEV.txt
[2025-11-20T23:14:19.710605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:19.710689] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:19.710733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:19.710801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:19.778222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:19.779204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:19.779316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:19.779362] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:19.884414] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:19.884670] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:19.884727] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:19.884760] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:19.888493] [DEBUG] [FORECASTER] VEEV: Forecast T+1@11:T+2@11: UP (p=98.44%)
[2025-11-20T23:14:19.888853] [INFO ] [FORECASTER] Completed predict_future for VEEV
[2025-11-20T23:14:19.889011] [INFO ] [sig       ] VEEV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:20.028897] [INFO ] [LOCAL     ] Saved forecast: VEEV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VEEV.txt
[2025-11-20T23:14:20.029063] [INFO ] [sig       ] [1209/1341] Completed VEEV in 0.3s | 2.72 sym/s | Total: 7.4m | ETA: 48.6s
[2025-11-20T23:14:20.029116] [INFO ] [sig       ] [1210/1341] Forecasting VEL...
[2025-11-20T23:14:20.029192] [INFO ] [sig       ] Generating forecast for: VEL
[2025-11-20T23:14:20.029238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-11-20T23:14:20.040631] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VEL'.
[2025-11-20T23:14:20.040981] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-11-20T23:14:20.041787] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-11-20T23:14:20.041857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:20.041903] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:20.041946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:20.042016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:20.108096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:20.108759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:20.108860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:20.108906] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:20.213158] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:20.213368] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:20.213416] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:20.213450] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:20.216931] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=47.71%)
[2025-11-20T23:14:20.217239] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-11-20T23:14:20.217381] [INFO ] [sig       ] VEL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:20.357805] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/VEL.txt
[2025-11-20T23:14:20.357977] [INFO ] [sig       ] [1210/1341] Completed VEL in 0.3s | 2.72 sym/s | Total: 7.4m | ETA: 48.2s
[2025-11-20T23:14:20.358061] [INFO ] [sig       ] [1211/1341] Forecasting VET...
[2025-11-20T23:14:20.358109] [INFO ] [sig       ] Generating forecast for: VET
[2025-11-20T23:14:20.358151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VET' from 'https://tdm.silogroup.org/data/derivative_storage/VET.csv'.
[2025-11-20T23:14:20.369600] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VET'.
[2025-11-20T23:14:20.370033] [INFO ] [FORECASTER] Starting predict_future for VET
[2025-11-20T23:14:20.370843] [DEBUG] [LOCAL     ] No optimal features file found for VET: ./output/feature-sets/VET.txt
[2025-11-20T23:14:20.370912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:20.370956] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:20.370997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:20.371065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:20.438003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:20.438726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:20.438826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:20.438874] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:20.539605] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:20.539806] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:20.539854] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:20.539888] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:20.543267] [DEBUG] [FORECASTER] VET: Forecast T+1@11:T+2@11: UP (p=91.75%)
[2025-11-20T23:14:20.543568] [INFO ] [FORECASTER] Completed predict_future for VET
[2025-11-20T23:14:20.543755] [INFO ] [sig       ] VET: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:20.684161] [INFO ] [LOCAL     ] Saved forecast: VET	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VET.txt
[2025-11-20T23:14:20.684321] [INFO ] [sig       ] [1211/1341] Completed VET in 0.3s | 2.72 sym/s | Total: 7.4m | ETA: 47.9s
[2025-11-20T23:14:20.684374] [INFO ] [sig       ] [1212/1341] Forecasting VFC...
[2025-11-20T23:14:20.684416] [INFO ] [sig       ] Generating forecast for: VFC
[2025-11-20T23:14:20.684486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-11-20T23:14:20.696351] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VFC'.
[2025-11-20T23:14:20.696718] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-11-20T23:14:20.697516] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-11-20T23:14:20.697588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:20.697634] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:20.697697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:20.697768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:20.764518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:20.765201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:20.765297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:20.765344] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:20.868563] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:20.868774] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:20.868825] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:20.868859] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:20.872320] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: UP (p=99.03%)
[2025-11-20T23:14:20.872616] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-11-20T23:14:20.872779] [INFO ] [sig       ] VFC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:21.013786] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VFC.txt
[2025-11-20T23:14:21.013964] [INFO ] [sig       ] [1212/1341] Completed VFC in 0.3s | 2.72 sym/s | Total: 7.4m | ETA: 47.5s
[2025-11-20T23:14:21.014016] [INFO ] [sig       ] [1213/1341] Forecasting VGI...
[2025-11-20T23:14:21.014067] [INFO ] [sig       ] Generating forecast for: VGI
[2025-11-20T23:14:21.014140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-11-20T23:14:21.024954] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VGI'.
[2025-11-20T23:14:21.025300] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-11-20T23:14:21.026101] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-11-20T23:14:21.026171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:21.026217] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:21.026258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:21.026327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:21.093282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:21.094062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:21.094160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:21.094207] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:21.211588] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:21.211847] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:21.211903] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:21.211942] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:21.216151] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=89.49%)
[2025-11-20T23:14:21.216523] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-11-20T23:14:21.216718] [INFO ] [sig       ] VGI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:21.362292] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VGI.txt
[2025-11-20T23:14:21.362537] [INFO ] [sig       ] [1213/1341] Completed VGI in 0.3s | 2.72 sym/s | Total: 7.4m | ETA: 47.1s
[2025-11-20T23:14:21.362624] [INFO ] [sig       ] [1214/1341] Forecasting VGM...
[2025-11-20T23:14:21.362708] [INFO ] [sig       ] Generating forecast for: VGM
[2025-11-20T23:14:21.362761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-11-20T23:14:21.376242] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VGM'.
[2025-11-20T23:14:21.376757] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-11-20T23:14:21.377721] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-11-20T23:14:21.377797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:21.377849] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:21.377892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:21.377967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:21.449266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:21.450468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:21.450584] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:21.450634] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:21.581579] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:21.581871] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:21.581928] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:21.581963] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:21.585899] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=20.31%)
[2025-11-20T23:14:21.586493] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-11-20T23:14:21.586803] [INFO ] [sig       ] VGM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:21.733156] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/VGM.txt
[2025-11-20T23:14:21.733428] [INFO ] [sig       ] [1214/1341] Completed VGM in 0.4s | 2.72 sym/s | Total: 7.4m | ETA: 46.8s
[2025-11-20T23:14:21.733490] [INFO ] [sig       ] [1215/1341] Forecasting VICI...
[2025-11-20T23:14:21.733532] [INFO ] [sig       ] Generating forecast for: VICI
[2025-11-20T23:14:21.733577] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-11-20T23:14:21.747692] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VICI'.
[2025-11-20T23:14:21.748286] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-11-20T23:14:21.749320] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-11-20T23:14:21.749396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:21.749454] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:21.749499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:21.749574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:21.820604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:21.822116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:21.822246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:21.822297] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:21.950005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:21.950259] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:21.950317] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:21.950352] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:21.954466] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=64.25%)
[2025-11-20T23:14:21.954853] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-11-20T23:14:21.955046] [INFO ] [sig       ] VICI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:22.101206] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VICI.txt
[2025-11-20T23:14:22.101451] [INFO ] [sig       ] [1215/1341] Completed VICI in 0.4s | 2.72 sym/s | Total: 7.5m | ETA: 46.4s
[2025-11-20T23:14:22.101532] [INFO ] [sig       ] [1216/1341] Forecasting VIPS...
[2025-11-20T23:14:22.101587] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-11-20T23:14:22.101633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-11-20T23:14:22.115470] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VIPS'.
[2025-11-20T23:14:22.115979] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-11-20T23:14:22.116922] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-11-20T23:14:22.116996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:22.117045] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:22.117090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:22.117165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:22.186304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:22.187488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:22.187601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:22.187672] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:22.315212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:22.315451] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:22.315507] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:22.315565] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:22.319666] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=40.17%)
[2025-11-20T23:14:22.320023] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-11-20T23:14:22.320192] [INFO ] [sig       ] VIPS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:22.466328] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/VIPS.txt
[2025-11-20T23:14:22.466591] [INFO ] [sig       ] [1216/1341] Completed VIPS in 0.4s | 2.72 sym/s | Total: 7.5m | ETA: 46.0s
[2025-11-20T23:14:22.466705] [INFO ] [sig       ] [1217/1341] Forecasting VIRT...
[2025-11-20T23:14:22.466752] [INFO ] [sig       ] Generating forecast for: VIRT
[2025-11-20T23:14:22.466802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRT' from 'https://tdm.silogroup.org/data/derivative_storage/VIRT.csv'.
[2025-11-20T23:14:22.481494] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VIRT'.
[2025-11-20T23:14:22.482137] [INFO ] [FORECASTER] Starting predict_future for VIRT
[2025-11-20T23:14:22.483169] [DEBUG] [LOCAL     ] No optimal features file found for VIRT: ./output/feature-sets/VIRT.txt
[2025-11-20T23:14:22.483263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:22.483317] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:22.483363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:22.483438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:22.553291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:22.554474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:22.554590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:22.554661] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:22.682888] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:22.683129] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:22.683185] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:22.683222] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:22.687379] [DEBUG] [FORECASTER] VIRT: Forecast T+1@11:T+2@11: UP (p=75.92%)
[2025-11-20T23:14:22.687758] [INFO ] [FORECASTER] Completed predict_future for VIRT
[2025-11-20T23:14:22.687947] [INFO ] [sig       ] VIRT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:22.832811] [INFO ] [LOCAL     ] Saved forecast: VIRT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VIRT.txt
[2025-11-20T23:14:22.833035] [INFO ] [sig       ] [1217/1341] Completed VIRT in 0.4s | 2.72 sym/s | Total: 7.5m | ETA: 45.7s
[2025-11-20T23:14:22.833095] [INFO ] [sig       ] [1218/1341] Forecasting VIST...
[2025-11-20T23:14:22.833168] [INFO ] [sig       ] Generating forecast for: VIST
[2025-11-20T23:14:22.833217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIST' from 'https://tdm.silogroup.org/data/derivative_storage/VIST.csv'.
[2025-11-20T23:14:22.846666] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VIST'.
[2025-11-20T23:14:22.847204] [INFO ] [FORECASTER] Starting predict_future for VIST
[2025-11-20T23:14:22.848135] [DEBUG] [LOCAL     ] No optimal features file found for VIST: ./output/feature-sets/VIST.txt
[2025-11-20T23:14:22.848209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:22.848260] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:22.848306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:22.848383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:22.918264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:22.919410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:22.919526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:22.919601] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:23.046325] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:23.046589] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:23.046661] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:23.046711] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:23.050717] [DEBUG] [FORECASTER] VIST: Forecast T+1@11:T+2@11: DOWN (p=10.78%)
[2025-11-20T23:14:23.051074] [INFO ] [FORECASTER] Completed predict_future for VIST
[2025-11-20T23:14:23.051243] [INFO ] [sig       ] VIST: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:23.195576] [INFO ] [LOCAL     ] Saved forecast: VIST	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/VIST.txt
[2025-11-20T23:14:23.195833] [INFO ] [sig       ] [1218/1341] Completed VIST in 0.4s | 2.72 sym/s | Total: 7.5m | ETA: 45.3s
[2025-11-20T23:14:23.195921] [INFO ] [sig       ] [1219/1341] Forecasting VIV...
[2025-11-20T23:14:23.195971] [INFO ] [sig       ] Generating forecast for: VIV
[2025-11-20T23:14:23.196017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIV' from 'https://tdm.silogroup.org/data/derivative_storage/VIV.csv'.
[2025-11-20T23:14:23.209319] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VIV'.
[2025-11-20T23:14:23.209891] [INFO ] [FORECASTER] Starting predict_future for VIV
[2025-11-20T23:14:23.210831] [DEBUG] [LOCAL     ] No optimal features file found for VIV: ./output/feature-sets/VIV.txt
[2025-11-20T23:14:23.210902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:23.210949] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:23.210991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:23.211064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:23.278807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:23.279789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:23.279894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:23.279941] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:23.406030] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:23.406349] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:23.406406] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:23.406446] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:23.410569] [DEBUG] [FORECASTER] VIV: Forecast T+1@11:T+2@11: UP (p=90.71%)
[2025-11-20T23:14:23.410973] [INFO ] [FORECASTER] Completed predict_future for VIV
[2025-11-20T23:14:23.411157] [INFO ] [sig       ] VIV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:23.559611] [INFO ] [LOCAL     ] Saved forecast: VIV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VIV.txt
[2025-11-20T23:14:23.559976] [INFO ] [sig       ] [1219/1341] Completed VIV in 0.4s | 2.72 sym/s | Total: 7.5m | ETA: 44.9s
[2025-11-20T23:14:23.560059] [INFO ] [sig       ] [1220/1341] Forecasting VKQ...
[2025-11-20T23:14:23.560120] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-11-20T23:14:23.560169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-11-20T23:14:23.574121] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VKQ'.
[2025-11-20T23:14:23.574611] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-11-20T23:14:23.575569] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-11-20T23:14:23.575662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:23.575716] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:23.575761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:23.575880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:23.654859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:23.656150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:23.656282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:23.656339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:23.787970] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:23.788253] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:23.788318] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:23.788365] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:23.792364] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=21.41%)
[2025-11-20T23:14:23.792757] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-11-20T23:14:23.792949] [INFO ] [sig       ] VKQ: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:23.951968] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/VKQ.txt
[2025-11-20T23:14:23.952256] [INFO ] [sig       ] [1220/1341] Completed VKQ in 0.4s | 2.72 sym/s | Total: 7.5m | ETA: 44.6s
[2025-11-20T23:14:23.952325] [INFO ] [sig       ] [1221/1341] Forecasting VLN...
[2025-11-20T23:14:23.952380] [INFO ] [sig       ] Generating forecast for: VLN
[2025-11-20T23:14:23.952427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-11-20T23:14:23.966029] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VLN'.
[2025-11-20T23:14:23.966613] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-11-20T23:14:23.967685] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-11-20T23:14:23.967764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:23.967813] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:23.967857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:23.967931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:24.044765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:24.046029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:24.046153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:24.046204] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:24.177339] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:24.177573] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:24.177627] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:24.177748] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:24.181794] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: DOWN (p=44.06%)
[2025-11-20T23:14:24.182333] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-11-20T23:14:24.182580] [INFO ] [sig       ] VLN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:24.331705] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/VLN.txt
[2025-11-20T23:14:24.331950] [INFO ] [sig       ] [1221/1341] Completed VLN in 0.4s | 2.72 sym/s | Total: 7.5m | ETA: 44.2s
[2025-11-20T23:14:24.332009] [INFO ] [sig       ] [1222/1341] Forecasting VLO...
[2025-11-20T23:14:24.332082] [INFO ] [sig       ] Generating forecast for: VLO
[2025-11-20T23:14:24.332139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-11-20T23:14:24.346195] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VLO'.
[2025-11-20T23:14:24.346792] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-11-20T23:14:24.347908] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-11-20T23:14:24.348028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:24.348079] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:24.348120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:24.348199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:24.418013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:24.419158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:24.419274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:24.419324] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:24.547992] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:24.548261] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:24.548327] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:24.548373] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:24.552404] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=92.72%)
[2025-11-20T23:14:24.552795] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-11-20T23:14:24.552987] [INFO ] [sig       ] VLO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:24.704267] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VLO.txt
[2025-11-20T23:14:24.704506] [INFO ] [sig       ] [1222/1341] Completed VLO in 0.4s | 2.72 sym/s | Total: 7.5m | ETA: 43.8s
[2025-11-20T23:14:24.704591] [INFO ] [sig       ] [1223/1341] Forecasting VLRS...
[2025-11-20T23:14:24.704660] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-11-20T23:14:24.704711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-11-20T23:14:24.717748] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VLRS'.
[2025-11-20T23:14:24.718249] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-11-20T23:14:24.719207] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-11-20T23:14:24.719280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:24.719331] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:24.719372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:24.719448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:24.790546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:24.791689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:24.791811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:24.791862] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:24.928454] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:24.928737] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:24.928825] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:24.928870] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:24.932784] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=95.09%)
[2025-11-20T23:14:24.933137] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-11-20T23:14:24.933326] [INFO ] [sig       ] VLRS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:25.078235] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VLRS.txt
[2025-11-20T23:14:25.078440] [INFO ] [sig       ] [1223/1341] Completed VLRS in 0.4s | 2.72 sym/s | Total: 7.5m | ETA: 43.4s
[2025-11-20T23:14:25.078497] [INFO ] [sig       ] [1224/1341] Forecasting VLT...
[2025-11-20T23:14:25.078567] [INFO ] [sig       ] Generating forecast for: VLT
[2025-11-20T23:14:25.078619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLT' from 'https://tdm.silogroup.org/data/derivative_storage/VLT.csv'.
[2025-11-20T23:14:25.091132] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VLT'.
[2025-11-20T23:14:25.091619] [INFO ] [FORECASTER] Starting predict_future for VLT
[2025-11-20T23:14:25.092550] [DEBUG] [LOCAL     ] No optimal features file found for VLT: ./output/feature-sets/VLT.txt
[2025-11-20T23:14:25.092624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:25.092705] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:25.092749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:25.092821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:25.162760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:25.163778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:25.163888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:25.163939] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:25.291660] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:25.291890] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:25.291941] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:25.291977] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:25.295872] [DEBUG] [FORECASTER] VLT: Forecast T+1@11:T+2@11: UP (p=52.62%)
[2025-11-20T23:14:25.296219] [INFO ] [FORECASTER] Completed predict_future for VLT
[2025-11-20T23:14:25.296385] [INFO ] [sig       ] VLT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:25.456505] [INFO ] [LOCAL     ] Saved forecast: VLT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VLT.txt
[2025-11-20T23:14:25.456765] [INFO ] [sig       ] [1224/1341] Completed VLT in 0.4s | 2.72 sym/s | Total: 7.5m | ETA: 43.1s
[2025-11-20T23:14:25.456850] [INFO ] [sig       ] [1225/1341] Forecasting VLTO...
[2025-11-20T23:14:25.456919] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-11-20T23:14:25.456967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-11-20T23:14:25.470770] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VLTO'.
[2025-11-20T23:14:25.471204] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-11-20T23:14:25.472172] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-11-20T23:14:25.472244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:25.472292] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:25.472333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:25.472405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:25.552506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:25.553790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:25.553903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:25.553955] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:25.678727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:25.678965] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:25.679016] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:25.679051] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:25.683082] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=86.80%)
[2025-11-20T23:14:25.683731] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-11-20T23:14:25.684011] [INFO ] [sig       ] VLTO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:25.826852] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VLTO.txt
[2025-11-20T23:14:25.827129] [INFO ] [sig       ] [1225/1341] Completed VLTO in 0.4s | 2.72 sym/s | Total: 7.5m | ETA: 42.7s
[2025-11-20T23:14:25.827194] [INFO ] [sig       ] [1226/1341] Forecasting VMI...
[2025-11-20T23:14:25.827239] [INFO ] [sig       ] Generating forecast for: VMI
[2025-11-20T23:14:25.827285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-11-20T23:14:25.841020] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VMI'.
[2025-11-20T23:14:25.841631] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-11-20T23:14:25.842567] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-11-20T23:14:25.842658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:25.842712] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:25.842754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:25.842830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:25.911549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:25.912749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:25.912862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:25.912912] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:26.038769] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:26.039014] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:26.039065] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:26.039101] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:26.043056] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=42.73%)
[2025-11-20T23:14:26.043395] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-11-20T23:14:26.043577] [INFO ] [sig       ] VMI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:26.197678] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/VMI.txt
[2025-11-20T23:14:26.197957] [INFO ] [sig       ] [1226/1341] Completed VMI in 0.4s | 2.72 sym/s | Total: 7.5m | ETA: 42.3s
[2025-11-20T23:14:26.198016] [INFO ] [sig       ] [1227/1341] Forecasting VMO...
[2025-11-20T23:14:26.198065] [INFO ] [sig       ] Generating forecast for: VMO
[2025-11-20T23:14:26.198112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-11-20T23:14:26.211515] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VMO'.
[2025-11-20T23:14:26.212104] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-11-20T23:14:26.212962] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-11-20T23:14:26.213038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:26.213086] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:26.213128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:26.213199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:26.283258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:26.284471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:26.284590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:26.284663] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:26.406003] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:26.406249] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:26.406304] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:26.406340] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:26.410426] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=91.82%)
[2025-11-20T23:14:26.410808] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-11-20T23:14:26.410988] [INFO ] [sig       ] VMO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:26.555714] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VMO.txt
[2025-11-20T23:14:26.555983] [INFO ] [sig       ] [1227/1341] Completed VMO in 0.4s | 2.72 sym/s | Total: 7.5m | ETA: 42.0s
[2025-11-20T23:14:26.556044] [INFO ] [sig       ] [1228/1341] Forecasting VNO...
[2025-11-20T23:14:26.556089] [INFO ] [sig       ] Generating forecast for: VNO
[2025-11-20T23:14:26.556135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-11-20T23:14:26.570217] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VNO'.
[2025-11-20T23:14:26.570821] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-11-20T23:14:26.571727] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-11-20T23:14:26.571799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:26.571849] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:26.571890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:26.571961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:26.641490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:26.642628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:26.642766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:26.642818] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:26.766991] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:26.767226] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:26.767280] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:26.767314] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:26.771284] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=85.99%)
[2025-11-20T23:14:26.771667] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-11-20T23:14:26.771842] [INFO ] [sig       ] VNO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:26.914164] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VNO.txt
[2025-11-20T23:14:26.914404] [INFO ] [sig       ] [1228/1341] Completed VNO in 0.4s | 2.72 sym/s | Total: 7.5m | ETA: 41.6s
[2025-11-20T23:14:26.914461] [INFO ] [sig       ] [1229/1341] Forecasting VNT...
[2025-11-20T23:14:26.914506] [INFO ] [sig       ] Generating forecast for: VNT
[2025-11-20T23:14:26.914574] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNT' from 'https://tdm.silogroup.org/data/derivative_storage/VNT.csv'.
[2025-11-20T23:14:26.927615] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VNT'.
[2025-11-20T23:14:26.928116] [INFO ] [FORECASTER] Starting predict_future for VNT
[2025-11-20T23:14:26.929010] [DEBUG] [LOCAL     ] No optimal features file found for VNT: ./output/feature-sets/VNT.txt
[2025-11-20T23:14:26.929085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:26.929132] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:26.929173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:26.929244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:26.996124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:26.997237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:26.997349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:26.997398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:27.130738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:27.130984] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:27.131056] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:27.131092] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:27.135022] [DEBUG] [FORECASTER] VNT: Forecast T+1@11:T+2@11: UP (p=93.13%)
[2025-11-20T23:14:27.135378] [INFO ] [FORECASTER] Completed predict_future for VNT
[2025-11-20T23:14:27.135546] [INFO ] [sig       ] VNT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:27.279807] [INFO ] [LOCAL     ] Saved forecast: VNT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VNT.txt
[2025-11-20T23:14:27.280081] [INFO ] [sig       ] [1229/1341] Completed VNT in 0.4s | 2.72 sym/s | Total: 7.5m | ETA: 41.2s
[2025-11-20T23:14:27.280161] [INFO ] [sig       ] [1230/1341] Forecasting VOC...
[2025-11-20T23:14:27.280213] [INFO ] [sig       ] Generating forecast for: VOC
[2025-11-20T23:14:27.280257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-11-20T23:14:27.293525] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VOC'.
[2025-11-20T23:14:27.294068] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-11-20T23:14:27.295017] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-11-20T23:14:27.295087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:27.295136] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:27.295178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:27.295283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:27.365513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:27.366729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:27.366840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:27.366919] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:27.490532] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:27.490788] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:27.490875] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:27.490921] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:27.494849] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=73.71%)
[2025-11-20T23:14:27.495196] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-11-20T23:14:27.495372] [INFO ] [sig       ] VOC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:27.640217] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VOC.txt
[2025-11-20T23:14:27.640496] [INFO ] [sig       ] [1230/1341] Completed VOC in 0.4s | 2.72 sym/s | Total: 7.5m | ETA: 40.9s
[2025-11-20T23:14:27.640555] [INFO ] [sig       ] [1231/1341] Forecasting VOYA...
[2025-11-20T23:14:27.640601] [INFO ] [sig       ] Generating forecast for: VOYA
[2025-11-20T23:14:27.640673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOYA' from 'https://tdm.silogroup.org/data/derivative_storage/VOYA.csv'.
[2025-11-20T23:14:27.654638] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VOYA'.
[2025-11-20T23:14:27.655234] [INFO ] [FORECASTER] Starting predict_future for VOYA
[2025-11-20T23:14:27.656178] [DEBUG] [LOCAL     ] No optimal features file found for VOYA: ./output/feature-sets/VOYA.txt
[2025-11-20T23:14:27.656253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:27.656302] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:27.656344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:27.656414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:27.727296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:27.728491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:27.728609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:27.728680] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:27.857883] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:27.858152] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:27.858204] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:27.858238] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:27.862144] [DEBUG] [FORECASTER] VOYA: Forecast T+1@11:T+2@11: UP (p=89.21%)
[2025-11-20T23:14:27.862516] [INFO ] [FORECASTER] Completed predict_future for VOYA
[2025-11-20T23:14:27.862706] [INFO ] [sig       ] VOYA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:28.005003] [INFO ] [LOCAL     ] Saved forecast: VOYA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VOYA.txt
[2025-11-20T23:14:28.005238] [INFO ] [sig       ] [1231/1341] Completed VOYA in 0.4s | 2.72 sym/s | Total: 7.6m | ETA: 40.5s
[2025-11-20T23:14:28.005297] [INFO ] [sig       ] [1232/1341] Forecasting VPG...
[2025-11-20T23:14:28.005447] [INFO ] [sig       ] Generating forecast for: VPG
[2025-11-20T23:14:28.005492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-11-20T23:14:28.018359] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VPG'.
[2025-11-20T23:14:28.018981] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-11-20T23:14:28.019905] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-11-20T23:14:28.019980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:28.020031] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:28.020084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:28.020164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:28.088422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:28.089344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:28.089449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:28.089498] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:28.219156] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:28.219387] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:28.219438] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:28.219472] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:28.223284] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=50.68%)
[2025-11-20T23:14:28.223611] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-11-20T23:14:28.223791] [INFO ] [sig       ] VPG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:28.368753] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VPG.txt
[2025-11-20T23:14:28.368986] [INFO ] [sig       ] [1232/1341] Completed VPG in 0.4s | 2.72 sym/s | Total: 7.6m | ETA: 40.1s
[2025-11-20T23:14:28.369048] [INFO ] [sig       ] [1233/1341] Forecasting VPV...
[2025-11-20T23:14:28.369085] [INFO ] [sig       ] Generating forecast for: VPV
[2025-11-20T23:14:28.369160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPV' from 'https://tdm.silogroup.org/data/derivative_storage/VPV.csv'.
[2025-11-20T23:14:28.382001] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VPV'.
[2025-11-20T23:14:28.382426] [INFO ] [FORECASTER] Starting predict_future for VPV
[2025-11-20T23:14:28.383421] [DEBUG] [LOCAL     ] No optimal features file found for VPV: ./output/feature-sets/VPV.txt
[2025-11-20T23:14:28.383494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:28.383581] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:28.383629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:28.383752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:28.454254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:28.455399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:28.455509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:28.455559] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:28.578542] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:28.578861] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:28.578926] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:28.579014] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:28.583044] [DEBUG] [FORECASTER] VPV: Forecast T+1@11:T+2@11: UP (p=89.03%)
[2025-11-20T23:14:28.583427] [INFO ] [FORECASTER] Completed predict_future for VPV
[2025-11-20T23:14:28.583676] [INFO ] [sig       ] VPV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:28.726515] [INFO ] [LOCAL     ] Saved forecast: VPV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VPV.txt
[2025-11-20T23:14:28.726792] [INFO ] [sig       ] [1233/1341] Completed VPV in 0.4s | 2.72 sym/s | Total: 7.6m | ETA: 39.8s
[2025-11-20T23:14:28.726891] [INFO ] [sig       ] [1234/1341] Forecasting VRE...
[2025-11-20T23:14:28.726946] [INFO ] [sig       ] Generating forecast for: VRE
[2025-11-20T23:14:28.726992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-11-20T23:14:28.741475] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VRE'.
[2025-11-20T23:14:28.742048] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-11-20T23:14:28.743023] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-11-20T23:14:28.743099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:28.743153] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:28.743198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:28.743275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:28.814808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:28.816002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:28.816117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:28.816168] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:28.942590] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:28.942844] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:28.942904] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:28.942939] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:28.946922] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: UP (p=94.95%)
[2025-11-20T23:14:28.947282] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-11-20T23:14:28.947447] [INFO ] [sig       ] VRE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:29.096134] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VRE.txt
[2025-11-20T23:14:29.096492] [INFO ] [sig       ] [1234/1341] Completed VRE in 0.4s | 2.72 sym/s | Total: 7.6m | ETA: 39.4s
[2025-11-20T23:14:29.096556] [INFO ] [sig       ] [1235/1341] Forecasting VRT...
[2025-11-20T23:14:29.096593] [INFO ] [sig       ] Generating forecast for: VRT
[2025-11-20T23:14:29.096660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRT' from 'https://tdm.silogroup.org/data/derivative_storage/VRT.csv'.
[2025-11-20T23:14:29.113343] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VRT'.
[2025-11-20T23:14:29.113905] [INFO ] [FORECASTER] Starting predict_future for VRT
[2025-11-20T23:14:29.114983] [DEBUG] [LOCAL     ] No optimal features file found for VRT: ./output/feature-sets/VRT.txt
[2025-11-20T23:14:29.115059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:29.115122] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:29.115177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:29.115255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:29.185870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:29.187116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:29.187250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:29.187315] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:29.318944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:29.319179] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:29.319234] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:29.319268] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:29.323498] [DEBUG] [FORECASTER] VRT: Forecast T+1@11:T+2@11: DOWN (p=19.49%)
[2025-11-20T23:14:29.323865] [INFO ] [FORECASTER] Completed predict_future for VRT
[2025-11-20T23:14:29.324039] [INFO ] [sig       ] VRT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:29.469029] [INFO ] [LOCAL     ] Saved forecast: VRT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/VRT.txt
[2025-11-20T23:14:29.469245] [INFO ] [sig       ] [1235/1341] Completed VRT in 0.4s | 2.72 sym/s | Total: 7.6m | ETA: 39.0s
[2025-11-20T23:14:29.469329] [INFO ] [sig       ] [1236/1341] Forecasting VRTS...
[2025-11-20T23:14:29.469375] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-11-20T23:14:29.469422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-11-20T23:14:29.482887] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VRTS'.
[2025-11-20T23:14:29.483340] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-11-20T23:14:29.484226] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-11-20T23:14:29.484300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:29.484349] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:29.484392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:29.484462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:29.551871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:29.552946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:29.553057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:29.553104] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:29.680311] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:29.680535] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:29.680585] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:29.680619] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:29.684504] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=58.74%)
[2025-11-20T23:14:29.684890] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-11-20T23:14:29.685073] [INFO ] [sig       ] VRTS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:29.826373] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VRTS.txt
[2025-11-20T23:14:29.826578] [INFO ] [sig       ] [1236/1341] Completed VRTS in 0.4s | 2.72 sym/s | Total: 7.6m | ETA: 38.7s
[2025-11-20T23:14:29.826680] [INFO ] [sig       ] [1237/1341] Forecasting VSCO...
[2025-11-20T23:14:29.826740] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-11-20T23:14:29.826786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-11-20T23:14:29.840407] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VSCO'.
[2025-11-20T23:14:29.840890] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-11-20T23:14:29.841808] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-11-20T23:14:29.841878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:29.841928] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:29.841968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:29.842041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:29.909457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:29.910508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:29.910628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:29.910697] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:30.037158] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:30.037435] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:30.037496] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:30.037534] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:30.041793] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=80.38%)
[2025-11-20T23:14:30.042203] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-11-20T23:14:30.042387] [INFO ] [sig       ] VSCO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:30.189023] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VSCO.txt
[2025-11-20T23:14:30.189271] [INFO ] [sig       ] [1237/1341] Completed VSCO in 0.4s | 2.72 sym/s | Total: 7.6m | ETA: 38.3s
[2025-11-20T23:14:30.189358] [INFO ] [sig       ] [1238/1341] Forecasting VSH...
[2025-11-20T23:14:30.189410] [INFO ] [sig       ] Generating forecast for: VSH
[2025-11-20T23:14:30.189458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-11-20T23:14:30.203239] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VSH'.
[2025-11-20T23:14:30.203759] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-11-20T23:14:30.204660] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-11-20T23:14:30.204734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:30.204783] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:30.204826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:30.204903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:30.271965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:30.273125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:30.273255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:30.273305] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:30.395988] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:30.396221] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:30.396276] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:30.396309] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:30.400222] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=28.29%)
[2025-11-20T23:14:30.400571] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-11-20T23:14:30.400766] [INFO ] [sig       ] VSH: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:30.545705] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/VSH.txt
[2025-11-20T23:14:30.545958] [INFO ] [sig       ] [1238/1341] Completed VSH in 0.4s | 2.72 sym/s | Total: 7.6m | ETA: 37.9s
[2025-11-20T23:14:30.546018] [INFO ] [sig       ] [1239/1341] Forecasting VST...
[2025-11-20T23:14:30.546089] [INFO ] [sig       ] Generating forecast for: VST
[2025-11-20T23:14:30.546127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VST' from 'https://tdm.silogroup.org/data/derivative_storage/VST.csv'.
[2025-11-20T23:14:30.559842] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VST'.
[2025-11-20T23:14:30.560338] [INFO ] [FORECASTER] Starting predict_future for VST
[2025-11-20T23:14:30.561257] [DEBUG] [LOCAL     ] No optimal features file found for VST: ./output/feature-sets/VST.txt
[2025-11-20T23:14:30.561330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:30.561378] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:30.561419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:30.561492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:30.629311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:30.630494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:30.630620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:30.630693] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:30.755019] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:30.755264] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:30.755316] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:30.755351] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:30.760859] [DEBUG] [FORECASTER] VST: Forecast T+1@11:T+2@11: UP (p=58.85%)
[2025-11-20T23:14:30.761416] [INFO ] [FORECASTER] Completed predict_future for VST
[2025-11-20T23:14:30.761623] [INFO ] [sig       ] VST: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:30.905592] [INFO ] [LOCAL     ] Saved forecast: VST	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VST.txt
[2025-11-20T23:14:30.905877] [INFO ] [sig       ] [1239/1341] Completed VST in 0.4s | 2.72 sym/s | Total: 7.6m | ETA: 37.6s
[2025-11-20T23:14:30.905940] [INFO ] [sig       ] [1240/1341] Forecasting VSTS...
[2025-11-20T23:14:30.905985] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-11-20T23:14:30.906029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-11-20T23:14:30.920199] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VSTS'.
[2025-11-20T23:14:30.920685] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-11-20T23:14:30.921626] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-11-20T23:14:30.921768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:30.921818] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:30.921858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:30.921930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:30.994500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:30.995771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:30.995903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:30.995970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:31.126574] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:31.126849] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:31.126922] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:31.127017] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:31.131411] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=38.98%)
[2025-11-20T23:14:31.131949] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-11-20T23:14:31.132143] [INFO ] [sig       ] VSTS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:31.280233] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/VSTS.txt
[2025-11-20T23:14:31.280458] [INFO ] [sig       ] [1240/1341] Completed VSTS in 0.4s | 2.72 sym/s | Total: 7.6m | ETA: 37.2s
[2025-11-20T23:14:31.280545] [INFO ] [sig       ] [1241/1341] Forecasting VTEX...
[2025-11-20T23:14:31.280615] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-11-20T23:14:31.280696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-11-20T23:14:31.294946] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VTEX'.
[2025-11-20T23:14:31.295675] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-11-20T23:14:31.296999] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-11-20T23:14:31.297097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:31.297165] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:31.297222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:31.297328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:31.367102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:31.368284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:31.368398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:31.368448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:31.486499] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:31.486748] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:31.486810] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:31.486845] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:31.490813] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=89.73%)
[2025-11-20T23:14:31.491158] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-11-20T23:14:31.491335] [INFO ] [sig       ] VTEX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:31.640330] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VTEX.txt
[2025-11-20T23:14:31.640627] [INFO ] [sig       ] [1241/1341] Completed VTEX in 0.4s | 2.72 sym/s | Total: 7.6m | ETA: 36.8s
[2025-11-20T23:14:31.640704] [INFO ] [sig       ] [1242/1341] Forecasting VTLE...
[2025-11-20T23:14:31.640753] [INFO ] [sig       ] Generating forecast for: VTLE
[2025-11-20T23:14:31.640804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'.
[2025-11-20T23:14:31.654898] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VTLE'.
[2025-11-20T23:14:31.655400] [INFO ] [FORECASTER] Starting predict_future for VTLE
[2025-11-20T23:14:31.656352] [DEBUG] [LOCAL     ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt
[2025-11-20T23:14:31.656428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:31.656477] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:31.656517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:31.656595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:31.726213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:31.727538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:31.727676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:31.727749] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:31.863385] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:31.863624] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:31.863701] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:31.863744] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:31.867859] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: UP (p=72.81%)
[2025-11-20T23:14:31.868230] [INFO ] [FORECASTER] Completed predict_future for VTLE
[2025-11-20T23:14:31.868390] [INFO ] [sig       ] VTLE: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:32.012482] [INFO ] [LOCAL     ] Saved forecast: VTLE	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VTLE.txt
[2025-11-20T23:14:32.012759] [INFO ] [sig       ] [1242/1341] Completed VTLE in 0.4s | 2.72 sym/s | Total: 7.6m | ETA: 36.4s
[2025-11-20T23:14:32.012843] [INFO ] [sig       ] [1243/1341] Forecasting VTMX...
[2025-11-20T23:14:32.012894] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-11-20T23:14:32.012939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-11-20T23:14:32.026568] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VTMX'.
[2025-11-20T23:14:32.027084] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-11-20T23:14:32.028026] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-11-20T23:14:32.028100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:32.028160] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:32.028228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:32.028323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:32.096421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:32.097591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:32.097771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:32.097834] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:32.234780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:32.235017] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:32.235068] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:32.235102] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:32.239015] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-11-20T23:14:32.239360] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-11-20T23:14:32.239522] [INFO ] [sig       ] VTMX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:32.387229] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/VTMX.txt
[2025-11-20T23:14:32.387625] [INFO ] [sig       ] [1243/1341] Completed VTMX in 0.4s | 2.72 sym/s | Total: 7.6m | ETA: 36.1s
[2025-11-20T23:14:32.387715] [INFO ] [sig       ] [1244/1341] Forecasting VTN...
[2025-11-20T23:14:32.387762] [INFO ] [sig       ] Generating forecast for: VTN
[2025-11-20T23:14:32.387808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-11-20T23:14:32.401860] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VTN'.
[2025-11-20T23:14:32.402284] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-11-20T23:14:32.403249] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-11-20T23:14:32.403326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:32.403377] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:32.403421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:32.403521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:32.473752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:32.474788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:32.474899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:32.474949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:32.595849] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:32.596080] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:32.596132] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:32.596167] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:32.600672] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=94.11%)
[2025-11-20T23:14:32.601212] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-11-20T23:14:32.601416] [INFO ] [sig       ] VTN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:32.745485] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VTN.txt
[2025-11-20T23:14:32.745703] [INFO ] [sig       ] [1244/1341] Completed VTN in 0.4s | 2.72 sym/s | Total: 7.6m | ETA: 35.7s
[2025-11-20T23:14:32.745765] [INFO ] [sig       ] [1245/1341] Forecasting VTOL...
[2025-11-20T23:14:32.745810] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-11-20T23:14:32.745878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-11-20T23:14:32.758975] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VTOL'.
[2025-11-20T23:14:32.759417] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-11-20T23:14:32.760323] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-11-20T23:14:32.760396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:32.760444] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:32.760488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:32.760560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:32.833278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:32.834433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:32.834536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:32.834584] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:32.936295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:32.936536] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:32.936590] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:32.936625] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:32.940588] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: UP (p=55.76%)
[2025-11-20T23:14:32.940955] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-11-20T23:14:32.941126] [INFO ] [sig       ] VTOL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:33.091690] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VTOL.txt
[2025-11-20T23:14:33.091894] [INFO ] [sig       ] [1245/1341] Completed VTOL in 0.3s | 2.72 sym/s | Total: 7.6m | ETA: 35.3s
[2025-11-20T23:14:33.091966] [INFO ] [sig       ] [1246/1341] Forecasting VTR...
[2025-11-20T23:14:33.092038] [INFO ] [sig       ] Generating forecast for: VTR
[2025-11-20T23:14:33.092085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTR' from 'https://tdm.silogroup.org/data/derivative_storage/VTR.csv'.
[2025-11-20T23:14:33.103776] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VTR'.
[2025-11-20T23:14:33.104100] [INFO ] [FORECASTER] Starting predict_future for VTR
[2025-11-20T23:14:33.104930] [DEBUG] [LOCAL     ] No optimal features file found for VTR: ./output/feature-sets/VTR.txt
[2025-11-20T23:14:33.105014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:33.105061] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:33.105101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:33.105175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:33.171463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:33.172123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:33.172220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:33.172268] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:33.276345] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:33.276486] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:33.276529] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:33.276563] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:33.279909] [DEBUG] [FORECASTER] VTR: Forecast T+1@11:T+2@11: UP (p=77.64%)
[2025-11-20T23:14:33.280209] [INFO ] [FORECASTER] Completed predict_future for VTR
[2025-11-20T23:14:33.280367] [INFO ] [sig       ] VTR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:33.419264] [INFO ] [LOCAL     ] Saved forecast: VTR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VTR.txt
[2025-11-20T23:14:33.419412] [INFO ] [sig       ] [1246/1341] Completed VTR in 0.3s | 2.72 sym/s | Total: 7.6m | ETA: 35.0s
[2025-11-20T23:14:33.419467] [INFO ] [sig       ] [1247/1341] Forecasting VTS...
[2025-11-20T23:14:33.419511] [INFO ] [sig       ] Generating forecast for: VTS
[2025-11-20T23:14:33.419553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-11-20T23:14:33.431342] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VTS'.
[2025-11-20T23:14:33.431676] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-11-20T23:14:33.432475] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-11-20T23:14:33.432545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:33.432590] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:33.432629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:33.432762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:33.498903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:33.499578] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:33.499698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:33.499749] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:33.598568] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:33.598729] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:33.598797] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:33.598841] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:33.602204] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=77.05%)
[2025-11-20T23:14:33.602512] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-11-20T23:14:33.602694] [INFO ] [sig       ] VTS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:33.746326] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VTS.txt
[2025-11-20T23:14:33.746503] [INFO ] [sig       ] [1247/1341] Completed VTS in 0.3s | 2.72 sym/s | Total: 7.6m | ETA: 34.6s
[2025-11-20T23:14:33.746563] [INFO ] [sig       ] [1248/1341] Forecasting VVR...
[2025-11-20T23:14:33.746655] [INFO ] [sig       ] Generating forecast for: VVR
[2025-11-20T23:14:33.746734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVR' from 'https://tdm.silogroup.org/data/derivative_storage/VVR.csv'.
[2025-11-20T23:14:33.758292] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VVR'.
[2025-11-20T23:14:33.758617] [INFO ] [FORECASTER] Starting predict_future for VVR
[2025-11-20T23:14:33.759438] [DEBUG] [LOCAL     ] No optimal features file found for VVR: ./output/feature-sets/VVR.txt
[2025-11-20T23:14:33.759508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:33.759554] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:33.759594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:33.759682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:33.825887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:33.826517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:33.826625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:33.826694] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:33.937918] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:33.938066] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:33.938109] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:33.938141] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:33.941427] [DEBUG] [FORECASTER] VVR: Forecast T+1@11:T+2@11: DOWN (p=5.57%)
[2025-11-20T23:14:33.941744] [INFO ] [FORECASTER] Completed predict_future for VVR
[2025-11-20T23:14:33.942043] [INFO ] [sig       ] VVR: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:34.081582] [INFO ] [LOCAL     ] Saved forecast: VVR	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/VVR.txt
[2025-11-20T23:14:34.081763] [INFO ] [sig       ] [1248/1341] Completed VVR in 0.3s | 2.72 sym/s | Total: 7.7m | ETA: 34.2s
[2025-11-20T23:14:34.081817] [INFO ] [sig       ] [1249/1341] Forecasting VVV...
[2025-11-20T23:14:34.081860] [INFO ] [sig       ] Generating forecast for: VVV
[2025-11-20T23:14:34.081901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVV' from 'https://tdm.silogroup.org/data/derivative_storage/VVV.csv'.
[2025-11-20T23:14:34.093517] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VVV'.
[2025-11-20T23:14:34.093858] [INFO ] [FORECASTER] Starting predict_future for VVV
[2025-11-20T23:14:34.094663] [DEBUG] [LOCAL     ] No optimal features file found for VVV: ./output/feature-sets/VVV.txt
[2025-11-20T23:14:34.094730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:34.094775] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:34.094815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:34.094883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:34.162110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:34.162802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:34.162896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:34.162942] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:34.268002] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:34.268158] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:34.268214] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:34.268254] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:34.271622] [DEBUG] [FORECASTER] VVV: Forecast T+1@11:T+2@11: UP (p=78.13%)
[2025-11-20T23:14:34.271948] [INFO ] [FORECASTER] Completed predict_future for VVV
[2025-11-20T23:14:34.272098] [INFO ] [sig       ] VVV: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:34.414178] [INFO ] [LOCAL     ] Saved forecast: VVV	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VVV.txt
[2025-11-20T23:14:34.414357] [INFO ] [sig       ] [1249/1341] Completed VVV in 0.3s | 2.72 sym/s | Total: 7.7m | ETA: 33.9s
[2025-11-20T23:14:34.414412] [INFO ] [sig       ] [1250/1341] Forecasting VVX...
[2025-11-20T23:14:34.414450] [INFO ] [sig       ] Generating forecast for: VVX
[2025-11-20T23:14:34.414521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-11-20T23:14:34.426359] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VVX'.
[2025-11-20T23:14:34.426723] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-11-20T23:14:34.427634] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-11-20T23:14:34.427731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:34.427778] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:34.427818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:34.427887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:34.495356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:34.496421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:34.496533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:34.496580] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:34.607997] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:34.608228] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:34.608284] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:34.608321] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:34.611957] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: UP (p=51.60%)
[2025-11-20T23:14:34.612271] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-11-20T23:14:34.612414] [INFO ] [sig       ] VVX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:34.756039] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VVX.txt
[2025-11-20T23:14:34.756242] [INFO ] [sig       ] [1250/1341] Completed VVX in 0.3s | 2.72 sym/s | Total: 7.7m | ETA: 33.5s
[2025-11-20T23:14:34.756299] [INFO ] [sig       ] [1251/1341] Forecasting VYX...
[2025-11-20T23:14:34.756343] [INFO ] [sig       ] Generating forecast for: VYX
[2025-11-20T23:14:34.756414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-11-20T23:14:34.769580] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VYX'.
[2025-11-20T23:14:34.770221] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-11-20T23:14:34.771182] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-11-20T23:14:34.771263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:34.771324] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:34.771377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:34.771448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:34.842368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:34.843155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:34.843257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:34.843318] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:34.956120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:34.956336] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:34.956384] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:34.956425] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:34.960263] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=53.16%)
[2025-11-20T23:14:34.960598] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-11-20T23:14:34.960765] [INFO ] [sig       ] VYX: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:35.104054] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VYX.txt
[2025-11-20T23:14:35.104230] [INFO ] [sig       ] [1251/1341] Completed VYX in 0.3s | 2.72 sym/s | Total: 7.7m | ETA: 33.1s
[2025-11-20T23:14:35.104286] [INFO ] [sig       ] [1252/1341] Forecasting VZ...
[2025-11-20T23:14:35.104330] [INFO ] [sig       ] Generating forecast for: VZ
[2025-11-20T23:14:35.104420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-11-20T23:14:35.116574] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'VZ'.
[2025-11-20T23:14:35.117110] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-11-20T23:14:35.117987] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-11-20T23:14:35.118059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:35.118122] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:35.118192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:35.118270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:35.189311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:35.190254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:35.190387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:35.190440] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:35.297994] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:35.298193] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:35.298247] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:35.298287] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:35.301885] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=99.71%)
[2025-11-20T23:14:35.302235] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-11-20T23:14:35.302399] [INFO ] [sig       ] VZ: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:35.446931] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/VZ.txt
[2025-11-20T23:14:35.447108] [INFO ] [sig       ] [1252/1341] Completed VZ in 0.3s | 2.72 sym/s | Total: 7.7m | ETA: 32.7s
[2025-11-20T23:14:35.447163] [INFO ] [sig       ] [1253/1341] Forecasting W...
[2025-11-20T23:14:35.447256] [INFO ] [sig       ] Generating forecast for: W
[2025-11-20T23:14:35.447303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'W' from 'https://tdm.silogroup.org/data/derivative_storage/W.csv'.
[2025-11-20T23:14:35.459435] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'W'.
[2025-11-20T23:14:35.459814] [INFO ] [FORECASTER] Starting predict_future for W
[2025-11-20T23:14:35.460631] [DEBUG] [LOCAL     ] No optimal features file found for W: ./output/feature-sets/W.txt
[2025-11-20T23:14:35.460727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:35.460774] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:35.460816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:35.460887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:35.531211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:35.531887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:35.531994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:35.532054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:35.648195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:35.648428] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:35.648514] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:35.648553] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:35.652564] [DEBUG] [FORECASTER] W: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-11-20T23:14:35.652912] [INFO ] [FORECASTER] Completed predict_future for W
[2025-11-20T23:14:35.653085] [INFO ] [sig       ] W: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:35.793917] [INFO ] [LOCAL     ] Saved forecast: W	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/W.txt
[2025-11-20T23:14:35.794067] [INFO ] [sig       ] [1253/1341] Completed W in 0.3s | 2.72 sym/s | Total: 7.7m | ETA: 32.4s
[2025-11-20T23:14:35.794120] [INFO ] [sig       ] [1254/1341] Forecasting WAB...
[2025-11-20T23:14:35.794162] [INFO ] [sig       ] Generating forecast for: WAB
[2025-11-20T23:14:35.794232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-11-20T23:14:35.805996] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WAB'.
[2025-11-20T23:14:35.806372] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-11-20T23:14:35.807211] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-11-20T23:14:35.807283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:35.807330] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:35.807372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:35.807444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:35.875599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:35.876268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:35.876364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:35.876410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:35.988740] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:35.988956] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:35.989002] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:35.989035] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:35.992512] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: UP (p=61.56%)
[2025-11-20T23:14:35.992830] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-11-20T23:14:35.992981] [INFO ] [sig       ] WAB: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:36.132446] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WAB.txt
[2025-11-20T23:14:36.132613] [INFO ] [sig       ] [1254/1341] Completed WAB in 0.3s | 2.72 sym/s | Total: 7.7m | ETA: 32.0s
[2025-11-20T23:14:36.132687] [INFO ] [sig       ] [1255/1341] Forecasting WAL...
[2025-11-20T23:14:36.132758] [INFO ] [sig       ] Generating forecast for: WAL
[2025-11-20T23:14:36.132804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-11-20T23:14:36.144240] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WAL'.
[2025-11-20T23:14:36.144577] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-11-20T23:14:36.145401] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-11-20T23:14:36.145472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:36.145518] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:36.145569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:36.145694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:36.213925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:36.214600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:36.214732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:36.214792] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:36.338233] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:36.338456] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:36.338512] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:36.338550] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:36.342384] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: UP (p=90.05%)
[2025-11-20T23:14:36.342920] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-11-20T23:14:36.343157] [INFO ] [sig       ] WAL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:36.487390] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WAL.txt
[2025-11-20T23:14:36.487577] [INFO ] [sig       ] [1255/1341] Completed WAL in 0.4s | 2.72 sym/s | Total: 7.7m | ETA: 31.6s
[2025-11-20T23:14:36.487634] [INFO ] [sig       ] [1256/1341] Forecasting WAT...
[2025-11-20T23:14:36.487698] [INFO ] [sig       ] Generating forecast for: WAT
[2025-11-20T23:14:36.487741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAT' from 'https://tdm.silogroup.org/data/derivative_storage/WAT.csv'.
[2025-11-20T23:14:36.500186] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WAT'.
[2025-11-20T23:14:36.500582] [INFO ] [FORECASTER] Starting predict_future for WAT
[2025-11-20T23:14:36.501464] [DEBUG] [LOCAL     ] No optimal features file found for WAT: ./output/feature-sets/WAT.txt
[2025-11-20T23:14:36.501553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:36.501605] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:36.501668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:36.501756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:36.570000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:36.570715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:36.570814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:36.570861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:36.702754] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:36.702996] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:36.703055] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:36.703099] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:36.706692] [DEBUG] [FORECASTER] WAT: Forecast T+1@11:T+2@11: DOWN (p=6.43%)
[2025-11-20T23:14:36.707043] [INFO ] [FORECASTER] Completed predict_future for WAT
[2025-11-20T23:14:36.707215] [INFO ] [sig       ] WAT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:36.846401] [INFO ] [LOCAL     ] Saved forecast: WAT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WAT.txt
[2025-11-20T23:14:36.846587] [INFO ] [sig       ] [1256/1341] Completed WAT in 0.4s | 2.72 sym/s | Total: 7.7m | ETA: 31.3s
[2025-11-20T23:14:36.846665] [INFO ] [sig       ] [1257/1341] Forecasting WBS...
[2025-11-20T23:14:36.846711] [INFO ] [sig       ] Generating forecast for: WBS
[2025-11-20T23:14:36.846781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-11-20T23:14:36.858769] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WBS'.
[2025-11-20T23:14:36.859143] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-11-20T23:14:36.859954] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-11-20T23:14:36.860024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:36.860071] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:36.860129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:36.860195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:36.930496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:36.931285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:36.931379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:36.931426] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:37.039178] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:37.039392] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:37.039440] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:37.039473] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:37.043032] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=80.88%)
[2025-11-20T23:14:37.043339] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-11-20T23:14:37.043483] [INFO ] [sig       ] WBS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:37.184698] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WBS.txt
[2025-11-20T23:14:37.184861] [INFO ] [sig       ] [1257/1341] Completed WBS in 0.3s | 2.72 sym/s | Total: 7.7m | ETA: 30.9s
[2025-11-20T23:14:37.184915] [INFO ] [sig       ] [1258/1341] Forecasting WBX...
[2025-11-20T23:14:37.185024] [INFO ] [sig       ] Generating forecast for: WBX
[2025-11-20T23:14:37.185082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-11-20T23:14:37.196301] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WBX'.
[2025-11-20T23:14:37.196607] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-11-20T23:14:37.197470] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-11-20T23:14:37.197541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:37.197586] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:37.197624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:37.197716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:37.266402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:37.267279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:37.267383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:37.267432] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:37.379513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:37.379716] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:37.379787] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:37.379831] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:37.383220] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=35.46%)
[2025-11-20T23:14:37.383541] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-11-20T23:14:37.383719] [INFO ] [sig       ] WBX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:37.524152] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WBX.txt
[2025-11-20T23:14:37.524297] [INFO ] [sig       ] [1258/1341] Completed WBX in 0.3s | 2.72 sym/s | Total: 7.7m | ETA: 30.5s
[2025-11-20T23:14:37.524360] [INFO ] [sig       ] [1259/1341] Forecasting WCC...
[2025-11-20T23:14:37.524403] [INFO ] [sig       ] Generating forecast for: WCC
[2025-11-20T23:14:37.524532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-11-20T23:14:37.536424] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WCC'.
[2025-11-20T23:14:37.536775] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-11-20T23:14:37.537625] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-11-20T23:14:37.537723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:37.537768] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:37.537808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:37.537876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:37.611583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:37.612710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:37.612820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:37.612871] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:37.733501] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:37.733711] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:37.733782] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:37.733826] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:37.737287] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=7.34%)
[2025-11-20T23:14:37.737619] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-11-20T23:14:37.737804] [INFO ] [sig       ] WCC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:37.878520] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WCC.txt
[2025-11-20T23:14:37.878714] [INFO ] [sig       ] [1259/1341] Completed WCC in 0.4s | 2.72 sym/s | Total: 7.7m | ETA: 30.2s
[2025-11-20T23:14:37.878771] [INFO ] [sig       ] [1260/1341] Forecasting WCN...
[2025-11-20T23:14:37.878813] [INFO ] [sig       ] Generating forecast for: WCN
[2025-11-20T23:14:37.878878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCN' from 'https://tdm.silogroup.org/data/derivative_storage/WCN.csv'.
[2025-11-20T23:14:37.890903] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WCN'.
[2025-11-20T23:14:37.891240] [INFO ] [FORECASTER] Starting predict_future for WCN
[2025-11-20T23:14:37.892057] [DEBUG] [LOCAL     ] No optimal features file found for WCN: ./output/feature-sets/WCN.txt
[2025-11-20T23:14:37.892126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:37.892183] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:37.892226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:37.892305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:37.959217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:37.959991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:37.960089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:37.960147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:38.063025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:38.063231] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:38.063278] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:38.063313] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:38.066868] [DEBUG] [FORECASTER] WCN: Forecast T+1@11:T+2@11: DOWN (p=48.46%)
[2025-11-20T23:14:38.067233] [INFO ] [FORECASTER] Completed predict_future for WCN
[2025-11-20T23:14:38.067380] [INFO ] [sig       ] WCN: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:38.207842] [INFO ] [LOCAL     ] Saved forecast: WCN	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WCN.txt
[2025-11-20T23:14:38.208018] [INFO ] [sig       ] [1260/1341] Completed WCN in 0.3s | 2.72 sym/s | Total: 7.7m | ETA: 29.8s
[2025-11-20T23:14:38.208079] [INFO ] [sig       ] [1261/1341] Forecasting WD...
[2025-11-20T23:14:38.208202] [INFO ] [sig       ] Generating forecast for: WD
[2025-11-20T23:14:38.208294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-11-20T23:14:38.220146] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WD'.
[2025-11-20T23:14:38.220510] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-11-20T23:14:38.221328] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-11-20T23:14:38.221397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:38.221443] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:38.221484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:38.221586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:38.295127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:38.297026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:38.297220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:38.297271] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:38.401312] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:38.401549] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:38.401602] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:38.401657] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:38.405964] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: UP (p=82.55%)
[2025-11-20T23:14:38.406346] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-11-20T23:14:38.406505] [INFO ] [sig       ] WD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:38.551154] [INFO ] [LOCAL     ] Saved forecast: WD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WD.txt
[2025-11-20T23:14:38.551352] [INFO ] [sig       ] [1261/1341] Completed WD in 0.3s | 2.72 sym/s | Total: 7.7m | ETA: 29.4s
[2025-11-20T23:14:38.551407] [INFO ] [sig       ] [1262/1341] Forecasting WDH...
[2025-11-20T23:14:38.551451] [INFO ] [sig       ] Generating forecast for: WDH
[2025-11-20T23:14:38.551521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-11-20T23:14:38.563495] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WDH'.
[2025-11-20T23:14:38.564013] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-11-20T23:14:38.564903] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-11-20T23:14:38.564976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:38.565035] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:38.565112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:38.565191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:38.633440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:38.634358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:38.634476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:38.634528] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:38.738322] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:38.738531] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:38.738598] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:38.738638] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:38.742383] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=14.02%)
[2025-11-20T23:14:38.742746] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-11-20T23:14:38.742901] [INFO ] [sig       ] WDH: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:38.884938] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WDH.txt
[2025-11-20T23:14:38.885148] [INFO ] [sig       ] [1262/1341] Completed WDH in 0.3s | 2.72 sym/s | Total: 7.7m | ETA: 29.1s
[2025-11-20T23:14:38.885204] [INFO ] [sig       ] [1263/1341] Forecasting WDI...
[2025-11-20T23:14:38.885250] [INFO ] [sig       ] Generating forecast for: WDI
[2025-11-20T23:14:38.885354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-11-20T23:14:38.897851] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WDI'.
[2025-11-20T23:14:38.898363] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-11-20T23:14:38.899264] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-11-20T23:14:38.899340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:38.899401] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:38.899453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:38.899529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:38.972098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:38.973823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:38.973969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:38.974018] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:39.075581] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:39.075816] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:39.075862] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:39.075896] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:39.079429] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=85.42%)
[2025-11-20T23:14:39.079779] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-11-20T23:14:39.079927] [INFO ] [sig       ] WDI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:39.223194] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WDI.txt
[2025-11-20T23:14:39.223366] [INFO ] [sig       ] [1263/1341] Completed WDI in 0.3s | 2.72 sym/s | Total: 7.7m | ETA: 28.7s
[2025-11-20T23:14:39.223451] [INFO ] [sig       ] [1264/1341] Forecasting WDS...
[2025-11-20T23:14:39.223504] [INFO ] [sig       ] Generating forecast for: WDS
[2025-11-20T23:14:39.223546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-11-20T23:14:39.235842] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WDS'.
[2025-11-20T23:14:39.236247] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-11-20T23:14:39.237085] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-11-20T23:14:39.237156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:39.237204] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:39.237244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:39.237359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:39.304209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:39.305030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:39.305125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:39.305183] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:39.425624] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:39.425853] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:39.425900] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:39.425933] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:39.429477] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=64.25%)
[2025-11-20T23:14:39.430240] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-11-20T23:14:39.430434] [INFO ] [sig       ] WDS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:39.577166] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WDS.txt
[2025-11-20T23:14:39.577470] [INFO ] [sig       ] [1264/1341] Completed WDS in 0.4s | 2.72 sym/s | Total: 7.7m | ETA: 28.3s
[2025-11-20T23:14:39.577523] [INFO ] [sig       ] [1265/1341] Forecasting WEA...
[2025-11-20T23:14:39.577558] [INFO ] [sig       ] Generating forecast for: WEA
[2025-11-20T23:14:39.577629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-11-20T23:14:39.589149] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WEA'.
[2025-11-20T23:14:39.589516] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-11-20T23:14:39.590330] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-11-20T23:14:39.590400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:39.590448] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:39.590498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:39.590582] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:39.658829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:39.659672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:39.659771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:39.659814] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:39.778821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:39.779079] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:39.779136] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:39.779171] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:39.782842] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=93.47%)
[2025-11-20T23:14:39.783160] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-11-20T23:14:39.783329] [INFO ] [sig       ] WEA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:39.927359] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WEA.txt
[2025-11-20T23:14:39.927849] [INFO ] [sig       ] [1265/1341] Completed WEA in 0.4s | 2.72 sym/s | Total: 7.8m | ETA: 27.9s
[2025-11-20T23:14:39.927911] [INFO ] [sig       ] [1266/1341] Forecasting WEAV...
[2025-11-20T23:14:39.927956] [INFO ] [sig       ] Generating forecast for: WEAV
[2025-11-20T23:14:39.927999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEAV' from 'https://tdm.silogroup.org/data/derivative_storage/WEAV.csv'.
[2025-11-20T23:14:39.940278] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WEAV'.
[2025-11-20T23:14:39.940696] [INFO ] [FORECASTER] Starting predict_future for WEAV
[2025-11-20T23:14:39.941559] [DEBUG] [LOCAL     ] No optimal features file found for WEAV: ./output/feature-sets/WEAV.txt
[2025-11-20T23:14:39.941634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:39.941701] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:39.941743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:39.941814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:40.010569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:40.011399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:40.011503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:40.011552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:40.132435] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:40.132676] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:40.132734] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:40.132768] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:40.136376] [DEBUG] [FORECASTER] WEAV: Forecast T+1@11:T+2@11: DOWN (p=1.31%)
[2025-11-20T23:14:40.136835] [INFO ] [FORECASTER] Completed predict_future for WEAV
[2025-11-20T23:14:40.137016] [INFO ] [sig       ] WEAV: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:40.282266] [INFO ] [LOCAL     ] Saved forecast: WEAV	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WEAV.txt
[2025-11-20T23:14:40.282447] [INFO ] [sig       ] [1266/1341] Completed WEAV in 0.4s | 2.72 sym/s | Total: 7.8m | ETA: 27.6s
[2025-11-20T23:14:40.282525] [INFO ] [sig       ] [1267/1341] Forecasting WEC...
[2025-11-20T23:14:40.282568] [INFO ] [sig       ] Generating forecast for: WEC
[2025-11-20T23:14:40.282609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-11-20T23:14:40.294286] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WEC'.
[2025-11-20T23:14:40.294625] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-11-20T23:14:40.295450] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-11-20T23:14:40.295520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:40.295566] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:40.295605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:40.295693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:40.362390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:40.363077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:40.363172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:40.363222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:40.477579] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:40.477813] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:40.477864] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:40.477896] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:40.481358] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=48.72%)
[2025-11-20T23:14:40.481677] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-11-20T23:14:40.481835] [INFO ] [sig       ] WEC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:40.624808] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WEC.txt
[2025-11-20T23:14:40.624990] [INFO ] [sig       ] [1267/1341] Completed WEC in 0.3s | 2.72 sym/s | Total: 7.8m | ETA: 27.2s
[2025-11-20T23:14:40.625045] [INFO ] [sig       ] [1268/1341] Forecasting WELL...
[2025-11-20T23:14:40.625089] [INFO ] [sig       ] Generating forecast for: WELL
[2025-11-20T23:14:40.625158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WELL' from 'https://tdm.silogroup.org/data/derivative_storage/WELL.csv'.
[2025-11-20T23:14:40.637264] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WELL'.
[2025-11-20T23:14:40.637688] [INFO ] [FORECASTER] Starting predict_future for WELL
[2025-11-20T23:14:40.638472] [DEBUG] [LOCAL     ] No optimal features file found for WELL: ./output/feature-sets/WELL.txt
[2025-11-20T23:14:40.638543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:40.638590] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:40.638631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:40.638722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:40.704848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:40.705506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:40.705605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:40.705676] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:40.829140] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:40.829452] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:40.829699] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:40.829813] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:40.833978] [DEBUG] [FORECASTER] WELL: Forecast T+1@11:T+2@11: DOWN (p=28.18%)
[2025-11-20T23:14:40.834330] [INFO ] [FORECASTER] Completed predict_future for WELL
[2025-11-20T23:14:40.834498] [INFO ] [sig       ] WELL: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:40.998546] [INFO ] [LOCAL     ] Saved forecast: WELL	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WELL.txt
[2025-11-20T23:14:40.998836] [INFO ] [sig       ] [1268/1341] Completed WELL in 0.4s | 2.72 sym/s | Total: 7.8m | ETA: 26.8s
[2025-11-20T23:14:40.998904] [INFO ] [sig       ] [1269/1341] Forecasting WES...
[2025-11-20T23:14:40.998951] [INFO ] [sig       ] Generating forecast for: WES
[2025-11-20T23:14:40.998994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-11-20T23:14:41.014695] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WES'.
[2025-11-20T23:14:41.015275] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-11-20T23:14:41.016271] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-11-20T23:14:41.016346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:41.016395] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:41.016436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:41.016510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:41.087612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:41.088808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:41.088921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:41.088973] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:41.217257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:41.217485] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:41.217553] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:41.217590] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:41.221725] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=40.61%)
[2025-11-20T23:14:41.222102] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-11-20T23:14:41.222285] [INFO ] [sig       ] WES: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:41.374099] [INFO ] [LOCAL     ] Saved forecast: WES	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WES.txt
[2025-11-20T23:14:41.374328] [INFO ] [sig       ] [1269/1341] Completed WES in 0.4s | 2.72 sym/s | Total: 7.8m | ETA: 26.5s
[2025-11-20T23:14:41.374387] [INFO ] [sig       ] [1270/1341] Forecasting WEX...
[2025-11-20T23:14:41.374485] [INFO ] [sig       ] Generating forecast for: WEX
[2025-11-20T23:14:41.374542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-11-20T23:14:41.388857] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WEX'.
[2025-11-20T23:14:41.389405] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-11-20T23:14:41.390389] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-11-20T23:14:41.390460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:41.390526] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:41.390570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:41.390666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:41.463120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:41.464304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:41.464426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:41.464476] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:41.599455] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:41.599749] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:41.599826] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:41.599864] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:41.606065] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: DOWN (p=13.57%)
[2025-11-20T23:14:41.606548] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-11-20T23:14:41.606749] [INFO ] [sig       ] WEX: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:41.758939] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WEX.txt
[2025-11-20T23:14:41.759184] [INFO ] [sig       ] [1270/1341] Completed WEX in 0.4s | 2.72 sym/s | Total: 7.8m | ETA: 26.1s
[2025-11-20T23:14:41.759268] [INFO ] [sig       ] [1271/1341] Forecasting WF...
[2025-11-20T23:14:41.759323] [INFO ] [sig       ] Generating forecast for: WF
[2025-11-20T23:14:41.759363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-11-20T23:14:41.774701] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WF'.
[2025-11-20T23:14:41.775271] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-11-20T23:14:41.776277] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-11-20T23:14:41.776348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:41.776395] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:41.776434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:41.776508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:41.844975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:41.846121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:41.846234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:41.846283] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:41.972830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:41.973091] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:41.973152] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:41.973196] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:41.977115] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2025-11-20T23:14:41.977618] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-11-20T23:14:41.977874] [INFO ] [sig       ] WF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:42.118768] [INFO ] [LOCAL     ] Saved forecast: WF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WF.txt
[2025-11-20T23:14:42.118977] [INFO ] [sig       ] [1271/1341] Completed WF in 0.4s | 2.72 sym/s | Total: 7.8m | ETA: 25.7s
[2025-11-20T23:14:42.119034] [INFO ] [sig       ] [1272/1341] Forecasting WFG...
[2025-11-20T23:14:42.119078] [INFO ] [sig       ] Generating forecast for: WFG
[2025-11-20T23:14:42.119121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-11-20T23:14:42.132144] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WFG'.
[2025-11-20T23:14:42.132712] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-11-20T23:14:42.133603] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-11-20T23:14:42.133693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:42.133741] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:42.133782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:42.133855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:42.200745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:42.201852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:42.201962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:42.202011] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:42.333360] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:42.333659] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:42.333730] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:42.333763] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:42.338132] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: DOWN (p=27.68%)
[2025-11-20T23:14:42.338608] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-11-20T23:14:42.338834] [INFO ] [sig       ] WFG: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:42.487232] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WFG.txt
[2025-11-20T23:14:42.487473] [INFO ] [sig       ] [1272/1341] Completed WFG in 0.4s | 2.72 sym/s | Total: 7.8m | ETA: 25.4s
[2025-11-20T23:14:42.487567] [INFO ] [sig       ] [1273/1341] Forecasting WGO...
[2025-11-20T23:14:42.487620] [INFO ] [sig       ] Generating forecast for: WGO
[2025-11-20T23:14:42.487703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-11-20T23:14:42.501052] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WGO'.
[2025-11-20T23:14:42.501558] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-11-20T23:14:42.502481] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-11-20T23:14:42.502554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:42.502603] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:42.502665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:42.502742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:42.571531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:42.572710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:42.572833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:42.572881] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:42.701333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:42.701556] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:42.701607] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:42.701687] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:42.705488] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: UP (p=89.40%)
[2025-11-20T23:14:42.705848] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-11-20T23:14:42.706029] [INFO ] [sig       ] WGO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:42.855092] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WGO.txt
[2025-11-20T23:14:42.855309] [INFO ] [sig       ] [1273/1341] Completed WGO in 0.4s | 2.72 sym/s | Total: 7.8m | ETA: 25.0s
[2025-11-20T23:14:42.855366] [INFO ] [sig       ] [1274/1341] Forecasting WH...
[2025-11-20T23:14:42.855419] [INFO ] [sig       ] Generating forecast for: WH
[2025-11-20T23:14:42.855464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-11-20T23:14:42.869306] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WH'.
[2025-11-20T23:14:42.869904] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-11-20T23:14:42.870977] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-11-20T23:14:42.871051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:42.871100] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:42.871142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:42.871219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:42.947893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:42.949203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:42.949328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:42.949380] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:43.080736] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:43.080968] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:43.081019] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:43.081053] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:43.085114] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: UP (p=57.78%)
[2025-11-20T23:14:43.085461] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-11-20T23:14:43.085626] [INFO ] [sig       ] WH: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:43.230960] [INFO ] [LOCAL     ] Saved forecast: WH	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WH.txt
[2025-11-20T23:14:43.231154] [INFO ] [sig       ] [1274/1341] Completed WH in 0.4s | 2.72 sym/s | Total: 7.8m | ETA: 24.6s
[2025-11-20T23:14:43.231209] [INFO ] [sig       ] [1275/1341] Forecasting WHD...
[2025-11-20T23:14:43.231252] [INFO ] [sig       ] Generating forecast for: WHD
[2025-11-20T23:14:43.231286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-11-20T23:14:43.244968] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WHD'.
[2025-11-20T23:14:43.245439] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-11-20T23:14:43.246377] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-11-20T23:14:43.246449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:43.246497] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:43.246536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:43.246609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:43.318594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:43.319721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:43.319834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:43.319882] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:43.453220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:43.453471] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:43.453530] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:43.453565] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:43.457624] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2025-11-20T23:14:43.458009] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-11-20T23:14:43.458185] [INFO ] [sig       ] WHD: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:43.616334] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WHD.txt
[2025-11-20T23:14:43.616677] [INFO ] [sig       ] [1275/1341] Completed WHD in 0.4s | 2.72 sym/s | Total: 7.8m | ETA: 24.3s
[2025-11-20T23:14:43.616760] [INFO ] [sig       ] [1276/1341] Forecasting WHG...
[2025-11-20T23:14:43.616825] [INFO ] [sig       ] Generating forecast for: WHG
[2025-11-20T23:14:43.616894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-11-20T23:14:43.629976] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WHG'.
[2025-11-20T23:14:43.630487] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-11-20T23:14:43.631521] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-11-20T23:14:43.631602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:43.631679] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:43.631725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:43.631801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:43.701766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:43.702879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:43.702991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:43.703041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:43.819618] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:43.819880] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:43.819931] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:43.819966] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:43.824068] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: UP (p=90.04%)
[2025-11-20T23:14:43.824461] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-11-20T23:14:43.824623] [INFO ] [sig       ] WHG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:43.974770] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WHG.txt
[2025-11-20T23:14:43.975023] [INFO ] [sig       ] [1276/1341] Completed WHG in 0.4s | 2.72 sym/s | Total: 7.8m | ETA: 23.9s
[2025-11-20T23:14:43.975097] [INFO ] [sig       ] [1277/1341] Forecasting WHR...
[2025-11-20T23:14:43.975147] [INFO ] [sig       ] Generating forecast for: WHR
[2025-11-20T23:14:43.975195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHR' from 'https://tdm.silogroup.org/data/derivative_storage/WHR.csv'.
[2025-11-20T23:14:43.988438] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WHR'.
[2025-11-20T23:14:43.988834] [INFO ] [FORECASTER] Starting predict_future for WHR
[2025-11-20T23:14:43.989757] [DEBUG] [LOCAL     ] No optimal features file found for WHR: ./output/feature-sets/WHR.txt
[2025-11-20T23:14:43.989828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:43.989876] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:43.989916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:43.989986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:44.058088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:44.059239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:44.059359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:44.059415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:44.194682] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:44.194925] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:44.194979] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:44.195035] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:44.199152] [DEBUG] [FORECASTER] WHR: Forecast T+1@11:T+2@11: UP (p=50.63%)
[2025-11-20T23:14:44.199551] [INFO ] [FORECASTER] Completed predict_future for WHR
[2025-11-20T23:14:44.199776] [INFO ] [sig       ] WHR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:44.349005] [INFO ] [LOCAL     ] Saved forecast: WHR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WHR.txt
[2025-11-20T23:14:44.349214] [INFO ] [sig       ] [1277/1341] Completed WHR in 0.4s | 2.72 sym/s | Total: 7.8m | ETA: 23.5s
[2025-11-20T23:14:44.349294] [INFO ] [sig       ] [1278/1341] Forecasting WIA...
[2025-11-20T23:14:44.349339] [INFO ] [sig       ] Generating forecast for: WIA
[2025-11-20T23:14:44.349382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-11-20T23:14:44.361964] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WIA'.
[2025-11-20T23:14:44.362424] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-11-20T23:14:44.363351] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-11-20T23:14:44.363422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:44.363481] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:44.363550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:44.363629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:44.433114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:44.434312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:44.434426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:44.434494] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:44.564130] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:44.564367] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:44.564420] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:44.564454] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:44.568481] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: DOWN (p=21.83%)
[2025-11-20T23:14:44.568888] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-11-20T23:14:44.569139] [INFO ] [sig       ] WIA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:44.711694] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WIA.txt
[2025-11-20T23:14:44.711958] [INFO ] [sig       ] [1278/1341] Completed WIA in 0.4s | 2.72 sym/s | Total: 7.8m | ETA: 23.2s
[2025-11-20T23:14:44.712037] [INFO ] [sig       ] [1279/1341] Forecasting WINN...
[2025-11-20T23:14:44.712081] [INFO ] [sig       ] Generating forecast for: WINN
[2025-11-20T23:14:44.712123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-11-20T23:14:44.725210] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WINN'.
[2025-11-20T23:14:44.725599] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-11-20T23:14:44.726495] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-11-20T23:14:44.726566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:44.726612] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:44.726674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:44.726748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:44.794425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:44.795278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:44.795384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:44.795450] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:44.930280] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:44.930560] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:44.930626] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:44.930697] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:44.934783] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2025-11-20T23:14:44.935183] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-11-20T23:14:44.935365] [INFO ] [sig       ] WINN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:45.076306] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WINN.txt
[2025-11-20T23:14:45.076569] [INFO ] [sig       ] [1279/1341] Completed WINN in 0.4s | 2.72 sym/s | Total: 7.8m | ETA: 22.8s
[2025-11-20T23:14:45.076685] [INFO ] [sig       ] [1280/1341] Forecasting WIT...
[2025-11-20T23:14:45.076735] [INFO ] [sig       ] Generating forecast for: WIT
[2025-11-20T23:14:45.076785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIT' from 'https://tdm.silogroup.org/data/derivative_storage/WIT.csv'.
[2025-11-20T23:14:45.091886] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WIT'.
[2025-11-20T23:14:45.092469] [INFO ] [FORECASTER] Starting predict_future for WIT
[2025-11-20T23:14:45.093474] [DEBUG] [LOCAL     ] No optimal features file found for WIT: ./output/feature-sets/WIT.txt
[2025-11-20T23:14:45.093551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:45.093611] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:45.093686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:45.093768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:45.162954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:45.164205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:45.164319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:45.164381] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:45.294920] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:45.295118] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:45.295171] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:45.295205] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:45.299155] [DEBUG] [FORECASTER] WIT: Forecast T+1@11:T+2@11: UP (p=67.53%)
[2025-11-20T23:14:45.299508] [INFO ] [FORECASTER] Completed predict_future for WIT
[2025-11-20T23:14:45.299688] [INFO ] [sig       ] WIT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:45.442193] [INFO ] [LOCAL     ] Saved forecast: WIT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WIT.txt
[2025-11-20T23:14:45.442414] [INFO ] [sig       ] [1280/1341] Completed WIT in 0.4s | 2.72 sym/s | Total: 7.8m | ETA: 22.4s
[2025-11-20T23:14:45.442471] [INFO ] [sig       ] [1281/1341] Forecasting WIW...
[2025-11-20T23:14:45.442508] [INFO ] [sig       ] Generating forecast for: WIW
[2025-11-20T23:14:45.442583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIW' from 'https://tdm.silogroup.org/data/derivative_storage/WIW.csv'.
[2025-11-20T23:14:45.456974] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WIW'.
[2025-11-20T23:14:45.457594] [INFO ] [FORECASTER] Starting predict_future for WIW
[2025-11-20T23:14:45.458688] [DEBUG] [LOCAL     ] No optimal features file found for WIW: ./output/feature-sets/WIW.txt
[2025-11-20T23:14:45.458761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:45.458812] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:45.458854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:45.458945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:45.529380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:45.530529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:45.530675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:45.530727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:45.666173] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:45.666480] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:45.666544] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:45.666582] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:45.670851] [DEBUG] [FORECASTER] WIW: Forecast T+1@11:T+2@11: DOWN (p=45.19%)
[2025-11-20T23:14:45.671237] [INFO ] [FORECASTER] Completed predict_future for WIW
[2025-11-20T23:14:45.671408] [INFO ] [sig       ] WIW: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:45.815266] [INFO ] [LOCAL     ] Saved forecast: WIW	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WIW.txt
[2025-11-20T23:14:45.815515] [INFO ] [sig       ] [1281/1341] Completed WIW in 0.4s | 2.72 sym/s | Total: 7.9m | ETA: 22.1s
[2025-11-20T23:14:45.815598] [INFO ] [sig       ] [1282/1341] Forecasting WK...
[2025-11-20T23:14:45.815671] [INFO ] [sig       ] Generating forecast for: WK
[2025-11-20T23:14:45.815712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-11-20T23:14:45.829768] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WK'.
[2025-11-20T23:14:45.830331] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-11-20T23:14:45.831314] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-11-20T23:14:45.831388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:45.831437] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:45.831479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:45.831554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:45.901356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:45.902490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:45.902603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:45.902672] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:46.029219] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:46.029485] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:46.029549] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:46.029594] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:46.033576] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=39.45%)
[2025-11-20T23:14:46.033968] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-11-20T23:14:46.034162] [INFO ] [sig       ] WK: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:46.177014] [INFO ] [LOCAL     ] Saved forecast: WK	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WK.txt
[2025-11-20T23:14:46.177227] [INFO ] [sig       ] [1282/1341] Completed WK in 0.4s | 2.72 sym/s | Total: 7.9m | ETA: 21.7s
[2025-11-20T23:14:46.177366] [INFO ] [sig       ] [1283/1341] Forecasting WKC...
[2025-11-20T23:14:46.177417] [INFO ] [sig       ] Generating forecast for: WKC
[2025-11-20T23:14:46.177461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-11-20T23:14:46.190894] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WKC'.
[2025-11-20T23:14:46.191422] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-11-20T23:14:46.192416] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-11-20T23:14:46.192510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:46.192563] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:46.192608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:46.192704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:46.261844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:46.263126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:46.263251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:46.263302] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:46.396902] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:46.397140] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:46.397195] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:46.397229] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:46.401133] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=51.57%)
[2025-11-20T23:14:46.401479] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-11-20T23:14:46.401662] [INFO ] [sig       ] WKC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:46.547090] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WKC.txt
[2025-11-20T23:14:46.547330] [INFO ] [sig       ] [1283/1341] Completed WKC in 0.4s | 2.72 sym/s | Total: 7.9m | ETA: 21.3s
[2025-11-20T23:14:46.547419] [INFO ] [sig       ] [1284/1341] Forecasting WLK...
[2025-11-20T23:14:46.547460] [INFO ] [sig       ] Generating forecast for: WLK
[2025-11-20T23:14:46.547505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-11-20T23:14:46.561473] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WLK'.
[2025-11-20T23:14:46.562033] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-11-20T23:14:46.562982] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-11-20T23:14:46.563056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:46.563116] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:46.563170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:46.563247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:46.631822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:46.632930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:46.633047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:46.633112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:46.763280] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:46.763509] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:46.763562] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:46.763597] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:46.767594] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=27.16%)
[2025-11-20T23:14:46.767992] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-11-20T23:14:46.768184] [INFO ] [sig       ] WLK: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:46.909978] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WLK.txt
[2025-11-20T23:14:46.910178] [INFO ] [sig       ] [1284/1341] Completed WLK in 0.4s | 2.72 sym/s | Total: 7.9m | ETA: 21.0s
[2025-11-20T23:14:46.910235] [INFO ] [sig       ] [1285/1341] Forecasting WLKP...
[2025-11-20T23:14:46.910277] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-11-20T23:14:46.910321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-11-20T23:14:46.923345] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WLKP'.
[2025-11-20T23:14:46.923805] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-11-20T23:14:46.924720] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-11-20T23:14:46.924790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:46.924839] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:46.924880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:46.924965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:46.993397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:46.994500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:46.994613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:46.994701] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:47.112474] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:47.112691] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:47.112771] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:47.112819] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:47.116580] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2025-11-20T23:14:47.117125] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-11-20T23:14:47.117370] [INFO ] [sig       ] WLKP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:47.259032] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WLKP.txt
[2025-11-20T23:14:47.259255] [INFO ] [sig       ] [1285/1341] Completed WLKP in 0.3s | 2.72 sym/s | Total: 7.9m | ETA: 20.6s
[2025-11-20T23:14:47.259343] [INFO ] [sig       ] [1286/1341] Forecasting WM...
[2025-11-20T23:14:47.259394] [INFO ] [sig       ] Generating forecast for: WM
[2025-11-20T23:14:47.259438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WM' from 'https://tdm.silogroup.org/data/derivative_storage/WM.csv'.
[2025-11-20T23:14:47.272569] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WM'.
[2025-11-20T23:14:47.273073] [INFO ] [FORECASTER] Starting predict_future for WM
[2025-11-20T23:14:47.273943] [DEBUG] [LOCAL     ] No optimal features file found for WM: ./output/feature-sets/WM.txt
[2025-11-20T23:14:47.274017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:47.274065] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:47.274107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:47.274177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:47.342419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:47.343105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:47.343205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:47.343254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:47.464360] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:47.464533] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:47.464577] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:47.464611] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:47.468133] [DEBUG] [FORECASTER] WM: Forecast T+1@11:T+2@11: UP (p=65.80%)
[2025-11-20T23:14:47.468446] [INFO ] [FORECASTER] Completed predict_future for WM
[2025-11-20T23:14:47.468608] [INFO ] [sig       ] WM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:47.613071] [INFO ] [LOCAL     ] Saved forecast: WM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WM.txt
[2025-11-20T23:14:47.613293] [INFO ] [sig       ] [1286/1341] Completed WM in 0.4s | 2.72 sym/s | Total: 7.9m | ETA: 20.2s
[2025-11-20T23:14:47.613391] [INFO ] [sig       ] [1287/1341] Forecasting WMB...
[2025-11-20T23:14:47.613442] [INFO ] [sig       ] Generating forecast for: WMB
[2025-11-20T23:14:47.613492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMB' from 'https://tdm.silogroup.org/data/derivative_storage/WMB.csv'.
[2025-11-20T23:14:47.625726] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WMB'.
[2025-11-20T23:14:47.626080] [INFO ] [FORECASTER] Starting predict_future for WMB
[2025-11-20T23:14:47.626949] [DEBUG] [LOCAL     ] No optimal features file found for WMB: ./output/feature-sets/WMB.txt
[2025-11-20T23:14:47.627018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:47.627064] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:47.627118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:47.627203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:47.692943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:47.693941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:47.694042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:47.694101] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:47.801619] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:47.801860] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:47.801907] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:47.801940] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:47.805439] [DEBUG] [FORECASTER] WMB: Forecast T+1@11:T+2@11: DOWN (p=11.05%)
[2025-11-20T23:14:47.805776] [INFO ] [FORECASTER] Completed predict_future for WMB
[2025-11-20T23:14:47.805929] [INFO ] [sig       ] WMB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:47.946826] [INFO ] [LOCAL     ] Saved forecast: WMB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WMB.txt
[2025-11-20T23:14:47.947050] [INFO ] [sig       ] [1287/1341] Completed WMB in 0.3s | 2.72 sym/s | Total: 7.9m | ETA: 19.9s
[2025-11-20T23:14:47.947156] [INFO ] [sig       ] [1288/1341] Forecasting WMK...
[2025-11-20T23:14:47.947208] [INFO ] [sig       ] Generating forecast for: WMK
[2025-11-20T23:14:47.947258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-11-20T23:14:47.960981] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WMK'.
[2025-11-20T23:14:47.961517] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-11-20T23:14:47.962350] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-11-20T23:14:47.962420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:47.962467] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:47.962506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:47.962575] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:48.030731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:48.031680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:48.031783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:48.031832] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:48.141854] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:48.142077] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:48.142126] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:48.142161] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:48.145711] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=59.00%)
[2025-11-20T23:14:48.146032] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-11-20T23:14:48.146204] [INFO ] [sig       ] WMK: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:48.291870] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WMK.txt
[2025-11-20T23:14:48.292070] [INFO ] [sig       ] [1288/1341] Completed WMK in 0.3s | 2.72 sym/s | Total: 7.9m | ETA: 19.5s
[2025-11-20T23:14:48.292125] [INFO ] [sig       ] [1289/1341] Forecasting WMS...
[2025-11-20T23:14:48.292199] [INFO ] [sig       ] Generating forecast for: WMS
[2025-11-20T23:14:48.292236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-11-20T23:14:48.304359] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WMS'.
[2025-11-20T23:14:48.304940] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-11-20T23:14:48.305754] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-11-20T23:14:48.305822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:48.305869] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:48.305911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:48.305980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:48.373766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:48.374706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:48.374805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:48.374854] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:48.476801] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:48.477032] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:48.477080] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:48.477113] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:48.480719] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=80.13%)
[2025-11-20T23:14:48.481027] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-11-20T23:14:48.481168] [INFO ] [sig       ] WMS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:48.622696] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WMS.txt
[2025-11-20T23:14:48.622892] [INFO ] [sig       ] [1289/1341] Completed WMS in 0.3s | 2.72 sym/s | Total: 7.9m | ETA: 19.1s
[2025-11-20T23:14:48.622948] [INFO ] [sig       ] [1290/1341] Forecasting WMT...
[2025-11-20T23:14:48.623020] [INFO ] [sig       ] Generating forecast for: WMT
[2025-11-20T23:14:48.623074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMT' from 'https://tdm.silogroup.org/data/derivative_storage/WMT.csv'.
[2025-11-20T23:14:48.635000] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WMT'.
[2025-11-20T23:14:48.635466] [INFO ] [FORECASTER] Starting predict_future for WMT
[2025-11-20T23:14:48.636302] [DEBUG] [LOCAL     ] No optimal features file found for WMT: ./output/feature-sets/WMT.txt
[2025-11-20T23:14:48.636374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:48.636432] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:48.636490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:48.636562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:48.706405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:48.707436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:48.707552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:48.707603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:48.817318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:48.817551] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:48.817627] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:48.817697] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:48.821338] [DEBUG] [FORECASTER] WMT: Forecast T+1@11:T+2@11: DOWN (p=1.31%)
[2025-11-20T23:14:48.821698] [INFO ] [FORECASTER] Completed predict_future for WMT
[2025-11-20T23:14:48.821874] [INFO ] [sig       ] WMT: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:48.963424] [INFO ] [LOCAL     ] Saved forecast: WMT	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WMT.txt
[2025-11-20T23:14:48.963632] [INFO ] [sig       ] [1290/1341] Completed WMT in 0.3s | 2.72 sym/s | Total: 7.9m | ETA: 18.7s
[2025-11-20T23:14:48.963708] [INFO ] [sig       ] [1291/1341] Forecasting WNC...
[2025-11-20T23:14:48.963752] [INFO ] [sig       ] Generating forecast for: WNC
[2025-11-20T23:14:48.963795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-11-20T23:14:48.976100] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WNC'.
[2025-11-20T23:14:48.976571] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-11-20T23:14:48.977451] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-11-20T23:14:48.977527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:48.977572] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:48.977612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:48.977703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:49.045036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:49.046015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:49.046136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:49.046186] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:49.149508] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:49.149764] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:49.149827] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:49.149861] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:49.153401] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: DOWN (p=48.34%)
[2025-11-20T23:14:49.153739] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-11-20T23:14:49.153896] [INFO ] [sig       ] WNC: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:49.294911] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WNC.txt
[2025-11-20T23:14:49.295088] [INFO ] [sig       ] [1291/1341] Completed WNC in 0.3s | 2.72 sym/s | Total: 7.9m | ETA: 18.4s
[2025-11-20T23:14:49.295166] [INFO ] [sig       ] [1292/1341] Forecasting WOLF...
[2025-11-20T23:14:49.295238] [INFO ] [sig       ] Generating forecast for: WOLF
[2025-11-20T23:14:49.295283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOLF' from 'https://tdm.silogroup.org/data/derivative_storage/WOLF.csv'.
[2025-11-20T23:14:49.307041] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WOLF'.
[2025-11-20T23:14:49.307372] [INFO ] [FORECASTER] Starting predict_future for WOLF
[2025-11-20T23:14:49.308194] [DEBUG] [LOCAL     ] No optimal features file found for WOLF: ./output/feature-sets/WOLF.txt
[2025-11-20T23:14:49.308265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:49.308312] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:49.308353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:49.308422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:49.379304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:49.380030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:49.380148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:49.380197] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:49.483178] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:49.483381] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:49.483429] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:49.483468] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:49.487084] [DEBUG] [FORECASTER] WOLF: Forecast T+1@11:T+2@11: DOWN (p=9.83%)
[2025-11-20T23:14:49.487529] [INFO ] [FORECASTER] Completed predict_future for WOLF
[2025-11-20T23:14:49.487764] [INFO ] [sig       ] WOLF: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:49.629236] [INFO ] [LOCAL     ] Saved forecast: WOLF	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WOLF.txt
[2025-11-20T23:14:49.629399] [INFO ] [sig       ] [1292/1341] Completed WOLF in 0.3s | 2.72 sym/s | Total: 7.9m | ETA: 18.0s
[2025-11-20T23:14:49.629454] [INFO ] [sig       ] [1293/1341] Forecasting WOR...
[2025-11-20T23:14:49.629534] [INFO ] [sig       ] Generating forecast for: WOR
[2025-11-20T23:14:49.629596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOR' from 'https://tdm.silogroup.org/data/derivative_storage/WOR.csv'.
[2025-11-20T23:14:49.640811] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WOR'.
[2025-11-20T23:14:49.641158] [INFO ] [FORECASTER] Starting predict_future for WOR
[2025-11-20T23:14:49.641956] [DEBUG] [LOCAL     ] No optimal features file found for WOR: ./output/feature-sets/WOR.txt
[2025-11-20T23:14:49.642025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:49.642069] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:49.642110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:49.642177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:49.710520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:49.711322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:49.711418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:49.711464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:49.809306] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:49.809496] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:49.809550] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:49.809591] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:49.813071] [DEBUG] [FORECASTER] WOR: Forecast T+1@11:T+2@11: UP (p=83.44%)
[2025-11-20T23:14:49.813370] [INFO ] [FORECASTER] Completed predict_future for WOR
[2025-11-20T23:14:49.813510] [INFO ] [sig       ] WOR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:49.956816] [INFO ] [LOCAL     ] Saved forecast: WOR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WOR.txt
[2025-11-20T23:14:49.956982] [INFO ] [sig       ] [1293/1341] Completed WOR in 0.3s | 2.72 sym/s | Total: 7.9m | ETA: 17.6s
[2025-11-20T23:14:49.957035] [INFO ] [sig       ] [1294/1341] Forecasting WOW...
[2025-11-20T23:14:49.957077] [INFO ] [sig       ] Generating forecast for: WOW
[2025-11-20T23:14:49.957138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOW' from 'https://tdm.silogroup.org/data/derivative_storage/WOW.csv'.
[2025-11-20T23:14:49.968363] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WOW'.
[2025-11-20T23:14:49.968876] [INFO ] [FORECASTER] Starting predict_future for WOW
[2025-11-20T23:14:49.969700] [DEBUG] [LOCAL     ] No optimal features file found for WOW: ./output/feature-sets/WOW.txt
[2025-11-20T23:14:49.969769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:49.969840] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:49.969892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:49.969964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:50.040386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:50.041548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:50.041693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:50.041757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:50.150150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:50.150372] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:50.150421] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:50.150455] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:50.154239] [DEBUG] [FORECASTER] WOW: Forecast T+1@11:T+2@11: DOWN (p=44.38%)
[2025-11-20T23:14:50.154572] [INFO ] [FORECASTER] Completed predict_future for WOW
[2025-11-20T23:14:50.154744] [INFO ] [sig       ] WOW: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:50.299468] [INFO ] [LOCAL     ] Saved forecast: WOW	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WOW.txt
[2025-11-20T23:14:50.299703] [INFO ] [sig       ] [1294/1341] Completed WOW in 0.3s | 2.72 sym/s | Total: 7.9m | ETA: 17.3s
[2025-11-20T23:14:50.299767] [INFO ] [sig       ] [1295/1341] Forecasting WPC...
[2025-11-20T23:14:50.299841] [INFO ] [sig       ] Generating forecast for: WPC
[2025-11-20T23:14:50.299891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-11-20T23:14:50.312174] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WPC'.
[2025-11-20T23:14:50.312716] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-11-20T23:14:50.313583] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-11-20T23:14:50.313684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:50.313745] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:50.313800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:50.313874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:50.385239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:50.386277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:50.386381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:50.386444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:50.498409] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:50.498694] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:50.498915] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:50.499017] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:50.502926] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=75.26%)
[2025-11-20T23:14:50.503412] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-11-20T23:14:50.503792] [INFO ] [sig       ] WPC: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:50.657626] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WPC.txt
[2025-11-20T23:14:50.657853] [INFO ] [sig       ] [1295/1341] Completed WPC in 0.4s | 2.72 sym/s | Total: 7.9m | ETA: 16.9s
[2025-11-20T23:14:50.657954] [INFO ] [sig       ] [1296/1341] Forecasting WPM...
[2025-11-20T23:14:50.658003] [INFO ] [sig       ] Generating forecast for: WPM
[2025-11-20T23:14:50.658060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPM' from 'https://tdm.silogroup.org/data/derivative_storage/WPM.csv'.
[2025-11-20T23:14:50.672317] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WPM'.
[2025-11-20T23:14:50.672838] [INFO ] [FORECASTER] Starting predict_future for WPM
[2025-11-20T23:14:50.673705] [DEBUG] [LOCAL     ] No optimal features file found for WPM: ./output/feature-sets/WPM.txt
[2025-11-20T23:14:50.673778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:50.673825] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:50.673867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:50.673937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:50.742810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:50.743539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:50.743662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:50.743711] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:50.844693] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:50.844890] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:50.844938] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:50.844971] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:50.848450] [DEBUG] [FORECASTER] WPM: Forecast T+1@11:T+2@11: DOWN (p=40.04%)
[2025-11-20T23:14:50.848854] [INFO ] [FORECASTER] Completed predict_future for WPM
[2025-11-20T23:14:50.849062] [INFO ] [sig       ] WPM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:50.995352] [INFO ] [LOCAL     ] Saved forecast: WPM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WPM.txt
[2025-11-20T23:14:50.995556] [INFO ] [sig       ] [1296/1341] Completed WPM in 0.3s | 2.72 sym/s | Total: 7.9m | ETA: 16.5s
[2025-11-20T23:14:50.995614] [INFO ] [sig       ] [1297/1341] Forecasting WPP...
[2025-11-20T23:14:50.995712] [INFO ] [sig       ] Generating forecast for: WPP
[2025-11-20T23:14:50.995767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-11-20T23:14:51.007151] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WPP'.
[2025-11-20T23:14:51.007598] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-11-20T23:14:51.008400] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-11-20T23:14:51.008469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:51.008515] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:51.008556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:51.008628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:51.076338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:51.077312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:51.077412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:51.077460] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:51.175096] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:51.175291] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:51.175338] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:51.175372] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:51.178880] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-11-20T23:14:51.179180] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-11-20T23:14:51.179316] [INFO ] [sig       ] WPP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:51.321608] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WPP.txt
[2025-11-20T23:14:51.321860] [INFO ] [sig       ] [1297/1341] Completed WPP in 0.3s | 2.72 sym/s | Total: 7.9m | ETA: 16.2s
[2025-11-20T23:14:51.321947] [INFO ] [sig       ] [1298/1341] Forecasting WRB...
[2025-11-20T23:14:51.321995] [INFO ] [sig       ] Generating forecast for: WRB
[2025-11-20T23:14:51.322044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-11-20T23:14:51.335532] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WRB'.
[2025-11-20T23:14:51.336008] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-11-20T23:14:51.336974] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-11-20T23:14:51.337048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:51.337096] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:51.337137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:51.337210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:51.405901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:51.406944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:51.407054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:51.407103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:51.538689] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:51.538948] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:51.539160] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:51.539281] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:51.543730] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=36.74%)
[2025-11-20T23:14:51.544078] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-11-20T23:14:51.544333] [INFO ] [sig       ] WRB: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:51.686830] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WRB.txt
[2025-11-20T23:14:51.687269] [INFO ] [sig       ] [1298/1341] Completed WRB in 0.4s | 2.72 sym/s | Total: 7.9m | ETA: 15.8s
[2025-11-20T23:14:51.687389] [INFO ] [sig       ] [1299/1341] Forecasting WRBY...
[2025-11-20T23:14:51.687491] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-11-20T23:14:51.687594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-11-20T23:14:51.700958] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WRBY'.
[2025-11-20T23:14:51.701385] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-11-20T23:14:51.702307] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-11-20T23:14:51.702380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:51.702427] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:51.702462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:51.702534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:51.772265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:51.773440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:51.773548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:51.773596] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:51.895413] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:51.895678] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:51.895740] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:51.895775] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:51.899939] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=10.81%)
[2025-11-20T23:14:51.900296] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-11-20T23:14:51.900475] [INFO ] [sig       ] WRBY: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:52.046252] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WRBY.txt
[2025-11-20T23:14:52.046503] [INFO ] [sig       ] [1299/1341] Completed WRBY in 0.4s | 2.72 sym/s | Total: 8.0m | ETA: 15.4s
[2025-11-20T23:14:52.046566] [INFO ] [sig       ] [1300/1341] Forecasting WSM...
[2025-11-20T23:14:52.046614] [INFO ] [sig       ] Generating forecast for: WSM
[2025-11-20T23:14:52.046697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-11-20T23:14:52.060705] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WSM'.
[2025-11-20T23:14:52.061167] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-11-20T23:14:52.062101] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-11-20T23:14:52.062179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:52.062238] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:52.062282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:52.062360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:52.142098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:52.143319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:52.143443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:52.143493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:52.275684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:52.275916] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:52.275970] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:52.276004] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:52.279966] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-11-20T23:14:52.280310] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-11-20T23:14:52.280474] [INFO ] [sig       ] WSM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:52.426296] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WSM.txt
[2025-11-20T23:14:52.426778] [INFO ] [sig       ] [1300/1341] Completed WSM in 0.4s | 2.72 sym/s | Total: 8.0m | ETA: 15.1s
[2025-11-20T23:14:52.426843] [INFO ] [sig       ] [1301/1341] Forecasting WSO...
[2025-11-20T23:14:52.426947] [INFO ] [sig       ] Generating forecast for: WSO
[2025-11-20T23:14:52.427020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-11-20T23:14:52.441333] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WSO'.
[2025-11-20T23:14:52.441905] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-11-20T23:14:52.442868] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-11-20T23:14:52.442949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:52.442999] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:52.443042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:52.443116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:52.516208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:52.517504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:52.517628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:52.517705] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:52.643679] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:52.644112] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:52.644164] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:52.644199] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:52.648378] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: DOWN (p=33.19%)
[2025-11-20T23:14:52.648755] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-11-20T23:14:52.648941] [INFO ] [sig       ] WSO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:52.802132] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WSO.txt
[2025-11-20T23:14:52.802375] [INFO ] [sig       ] [1301/1341] Completed WSO in 0.4s | 2.72 sym/s | Total: 8.0m | ETA: 14.7s
[2025-11-20T23:14:52.802457] [INFO ] [sig       ] [1302/1341] Forecasting WSR...
[2025-11-20T23:14:52.802497] [INFO ] [sig       ] Generating forecast for: WSR
[2025-11-20T23:14:52.802545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSR' from 'https://tdm.silogroup.org/data/derivative_storage/WSR.csv'.
[2025-11-20T23:14:52.816959] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WSR'.
[2025-11-20T23:14:52.817536] [INFO ] [FORECASTER] Starting predict_future for WSR
[2025-11-20T23:14:52.818566] [DEBUG] [LOCAL     ] No optimal features file found for WSR: ./output/feature-sets/WSR.txt
[2025-11-20T23:14:52.818670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:52.818725] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:52.818770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:52.818855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:52.889159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:52.890395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:52.890514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:52.890566] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:53.024006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:53.024261] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:53.024323] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:53.024363] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:53.028924] [DEBUG] [FORECASTER] WSR: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-11-20T23:14:53.029349] [INFO ] [FORECASTER] Completed predict_future for WSR
[2025-11-20T23:14:53.029534] [INFO ] [sig       ] WSR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:53.187422] [INFO ] [LOCAL     ] Saved forecast: WSR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WSR.txt
[2025-11-20T23:14:53.187672] [INFO ] [sig       ] [1302/1341] Completed WSR in 0.4s | 2.72 sym/s | Total: 8.0m | ETA: 14.3s
[2025-11-20T23:14:53.187734] [INFO ] [sig       ] [1303/1341] Forecasting WST...
[2025-11-20T23:14:53.187778] [INFO ] [sig       ] Generating forecast for: WST
[2025-11-20T23:14:53.187845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WST' from 'https://tdm.silogroup.org/data/derivative_storage/WST.csv'.
[2025-11-20T23:14:53.201267] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WST'.
[2025-11-20T23:14:53.201746] [INFO ] [FORECASTER] Starting predict_future for WST
[2025-11-20T23:14:53.202666] [DEBUG] [LOCAL     ] No optimal features file found for WST: ./output/feature-sets/WST.txt
[2025-11-20T23:14:53.202737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:53.202784] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:53.202824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:53.202912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:53.273175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:53.274372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:53.274486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:53.274535] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:53.391538] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:53.391904] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:53.391964] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:53.391999] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:53.396193] [DEBUG] [FORECASTER] WST: Forecast T+1@11:T+2@11: DOWN (p=0.23%)
[2025-11-20T23:14:53.396554] [INFO ] [FORECASTER] Completed predict_future for WST
[2025-11-20T23:14:53.396731] [INFO ] [sig       ] WST: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:53.554937] [INFO ] [LOCAL     ] Saved forecast: WST	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WST.txt
[2025-11-20T23:14:53.555274] [INFO ] [sig       ] [1303/1341] Completed WST in 0.4s | 2.72 sym/s | Total: 8.0m | ETA: 14.0s
[2025-11-20T23:14:53.555356] [INFO ] [sig       ] [1304/1341] Forecasting WT...
[2025-11-20T23:14:53.555421] [INFO ] [sig       ] Generating forecast for: WT
[2025-11-20T23:14:53.555467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WT' from 'https://tdm.silogroup.org/data/derivative_storage/WT.csv'.
[2025-11-20T23:14:53.572119] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WT'.
[2025-11-20T23:14:53.572835] [INFO ] [FORECASTER] Starting predict_future for WT
[2025-11-20T23:14:53.574078] [DEBUG] [LOCAL     ] No optimal features file found for WT: ./output/feature-sets/WT.txt
[2025-11-20T23:14:53.574163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:53.574217] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:53.574261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:53.574334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:53.644313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:53.646050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:53.646182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:53.646238] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:53.775350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:53.775586] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:53.775656] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:53.775738] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:53.779903] [DEBUG] [FORECASTER] WT: Forecast T+1@11:T+2@11: UP (p=66.99%)
[2025-11-20T23:14:53.780312] [INFO ] [FORECASTER] Completed predict_future for WT
[2025-11-20T23:14:53.780481] [INFO ] [sig       ] WT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:53.924895] [INFO ] [LOCAL     ] Saved forecast: WT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WT.txt
[2025-11-20T23:14:53.925117] [INFO ] [sig       ] [1304/1341] Completed WT in 0.4s | 2.72 sym/s | Total: 8.0m | ETA: 13.6s
[2025-11-20T23:14:53.925174] [INFO ] [sig       ] [1305/1341] Forecasting WTI...
[2025-11-20T23:14:53.925218] [INFO ] [sig       ] Generating forecast for: WTI
[2025-11-20T23:14:53.925262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-11-20T23:14:53.939147] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WTI'.
[2025-11-20T23:14:53.939739] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-11-20T23:14:53.940700] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-11-20T23:14:53.940772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:53.940820] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:53.940859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:53.940930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:54.009442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:54.010589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:54.010731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:54.010780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:54.148277] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:54.148513] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:54.148574] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:54.148618] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:54.152612] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: UP (p=63.96%)
[2025-11-20T23:14:54.153056] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-11-20T23:14:54.153242] [INFO ] [sig       ] WTI: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:54.296361] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WTI.txt
[2025-11-20T23:14:54.296556] [INFO ] [sig       ] [1305/1341] Completed WTI in 0.4s | 2.72 sym/s | Total: 8.0m | ETA: 13.2s
[2025-11-20T23:14:54.296612] [INFO ] [sig       ] [1306/1341] Forecasting WTRG...
[2025-11-20T23:14:54.296676] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-11-20T23:14:54.296746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-11-20T23:14:54.309399] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WTRG'.
[2025-11-20T23:14:54.309875] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-11-20T23:14:54.310833] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-11-20T23:14:54.310903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:54.310950] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:54.310993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:54.311063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:54.379727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:54.380806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:54.380913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:54.380962] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:54.504154] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:54.504390] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:54.504442] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:54.504477] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:54.508475] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2025-11-20T23:14:54.508836] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-11-20T23:14:54.509018] [INFO ] [sig       ] WTRG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:54.651255] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WTRG.txt
[2025-11-20T23:14:54.651498] [INFO ] [sig       ] [1306/1341] Completed WTRG in 0.4s | 2.72 sym/s | Total: 8.0m | ETA: 12.9s
[2025-11-20T23:14:54.651593] [INFO ] [sig       ] [1307/1341] Forecasting WTS...
[2025-11-20T23:14:54.651660] [INFO ] [sig       ] Generating forecast for: WTS
[2025-11-20T23:14:54.651708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-11-20T23:14:54.665321] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WTS'.
[2025-11-20T23:14:54.665817] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-11-20T23:14:54.666708] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-11-20T23:14:54.666792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:54.666840] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:54.666898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:54.666969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:54.735083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:54.736192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:54.736303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:54.736352] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:54.861118] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:54.861349] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:54.861400] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:54.861433] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:54.865290] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=11.39%)
[2025-11-20T23:14:54.865834] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-11-20T23:14:54.866071] [INFO ] [sig       ] WTS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:55.013134] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WTS.txt
[2025-11-20T23:14:55.013610] [INFO ] [sig       ] [1307/1341] Completed WTS in 0.4s | 2.72 sym/s | Total: 8.0m | ETA: 12.5s
[2025-11-20T23:14:55.013759] [INFO ] [sig       ] [1308/1341] Forecasting WTTR...
[2025-11-20T23:14:55.013811] [INFO ] [sig       ] Generating forecast for: WTTR
[2025-11-20T23:14:55.013858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTTR' from 'https://tdm.silogroup.org/data/derivative_storage/WTTR.csv'.
[2025-11-20T23:14:55.027830] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WTTR'.
[2025-11-20T23:14:55.028397] [INFO ] [FORECASTER] Starting predict_future for WTTR
[2025-11-20T23:14:55.029334] [DEBUG] [LOCAL     ] No optimal features file found for WTTR: ./output/feature-sets/WTTR.txt
[2025-11-20T23:14:55.029408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:55.029456] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:55.029497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:55.029571] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:55.097452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:55.098605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:55.098772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:55.098823] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:55.224864] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:55.225094] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:55.225146] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:55.225180] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:55.229096] [DEBUG] [FORECASTER] WTTR: Forecast T+1@11:T+2@11: UP (p=76.14%)
[2025-11-20T23:14:55.229428] [INFO ] [FORECASTER] Completed predict_future for WTTR
[2025-11-20T23:14:55.229588] [INFO ] [sig       ] WTTR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:55.379894] [INFO ] [LOCAL     ] Saved forecast: WTTR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WTTR.txt
[2025-11-20T23:14:55.380170] [INFO ] [sig       ] [1308/1341] Completed WTTR in 0.4s | 2.72 sym/s | Total: 8.0m | ETA: 12.1s
[2025-11-20T23:14:55.380243] [INFO ] [sig       ] [1309/1341] Forecasting WU...
[2025-11-20T23:14:55.380291] [INFO ] [sig       ] Generating forecast for: WU
[2025-11-20T23:14:55.380335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WU' from 'https://tdm.silogroup.org/data/derivative_storage/WU.csv'.
[2025-11-20T23:14:55.394215] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WU'.
[2025-11-20T23:14:55.394757] [INFO ] [FORECASTER] Starting predict_future for WU
[2025-11-20T23:14:55.395721] [DEBUG] [LOCAL     ] No optimal features file found for WU: ./output/feature-sets/WU.txt
[2025-11-20T23:14:55.395792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:55.395840] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:55.395879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:55.395950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:55.465332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:55.466555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:55.466703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:55.466758] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:55.587880] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:55.588105] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:55.588160] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:55.588194] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:55.592143] [DEBUG] [FORECASTER] WU: Forecast T+1@11:T+2@11: UP (p=82.12%)
[2025-11-20T23:14:55.592484] [INFO ] [FORECASTER] Completed predict_future for WU
[2025-11-20T23:14:55.592703] [INFO ] [sig       ] WU: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:55.735389] [INFO ] [LOCAL     ] Saved forecast: WU	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/WU.txt
[2025-11-20T23:14:55.735634] [INFO ] [sig       ] [1309/1341] Completed WU in 0.4s | 2.72 sym/s | Total: 8.0m | ETA: 11.8s
[2025-11-20T23:14:55.735766] [INFO ] [sig       ] [1310/1341] Forecasting WY...
[2025-11-20T23:14:55.735828] [INFO ] [sig       ] Generating forecast for: WY
[2025-11-20T23:14:55.735877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-11-20T23:14:55.750061] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'WY'.
[2025-11-20T23:14:55.750622] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-11-20T23:14:55.751610] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-11-20T23:14:55.751707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:55.751757] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:55.751798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:55.751869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:55.823474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:55.824809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:55.824926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:55.824978] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:55.957480] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:55.957742] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:55.957822] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:55.957869] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:55.961997] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=32.91%)
[2025-11-20T23:14:55.962372] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-11-20T23:14:55.962574] [INFO ] [sig       ] WY: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:56.107783] [INFO ] [LOCAL     ] Saved forecast: WY	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/WY.txt
[2025-11-20T23:14:56.107995] [INFO ] [sig       ] [1310/1341] Completed WY in 0.4s | 2.72 sym/s | Total: 8.0m | ETA: 11.4s
[2025-11-20T23:14:56.108088] [INFO ] [sig       ] [1311/1341] Forecasting XHR...
[2025-11-20T23:14:56.108141] [INFO ] [sig       ] Generating forecast for: XHR
[2025-11-20T23:14:56.108187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XHR' from 'https://tdm.silogroup.org/data/derivative_storage/XHR.csv'.
[2025-11-20T23:14:56.121891] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'XHR'.
[2025-11-20T23:14:56.122324] [INFO ] [FORECASTER] Starting predict_future for XHR
[2025-11-20T23:14:56.123267] [DEBUG] [LOCAL     ] No optimal features file found for XHR: ./output/feature-sets/XHR.txt
[2025-11-20T23:14:56.123338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:56.123385] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:56.123425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:56.123502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:56.191219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:56.192190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:56.192298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:56.192346] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:56.328151] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:56.328429] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:56.328665] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:56.328786] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:56.332966] [DEBUG] [FORECASTER] XHR: Forecast T+1@11:T+2@11: UP (p=51.78%)
[2025-11-20T23:14:56.333410] [INFO ] [FORECASTER] Completed predict_future for XHR
[2025-11-20T23:14:56.333666] [INFO ] [sig       ] XHR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:56.557200] [INFO ] [LOCAL     ] Saved forecast: XHR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/XHR.txt
[2025-11-20T23:14:56.557601] [INFO ] [sig       ] [1311/1341] Completed XHR in 0.4s | 2.72 sym/s | Total: 8.0m | ETA: 11.0s
[2025-11-20T23:14:56.557684] [INFO ] [sig       ] [1312/1341] Forecasting XOM...
[2025-11-20T23:14:56.557733] [INFO ] [sig       ] Generating forecast for: XOM
[2025-11-20T23:14:56.557782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-11-20T23:14:56.573789] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'XOM'.
[2025-11-20T23:14:56.574325] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-11-20T23:14:56.575221] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-11-20T23:14:56.575293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:56.575343] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:56.575385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:56.575457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:56.642880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:56.644036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:56.644145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:56.644194] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:56.765184] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:56.765420] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:56.765474] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:56.765509] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:56.769889] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: UP (p=75.82%)
[2025-11-20T23:14:56.770310] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-11-20T23:14:56.770477] [INFO ] [sig       ] XOM: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:56.923259] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/XOM.txt
[2025-11-20T23:14:56.923514] [INFO ] [sig       ] [1312/1341] Completed XOM in 0.4s | 2.72 sym/s | Total: 8.0m | ETA: 10.7s
[2025-11-20T23:14:56.923596] [INFO ] [sig       ] [1313/1341] Forecasting XPER...
[2025-11-20T23:14:56.923663] [INFO ] [sig       ] Generating forecast for: XPER
[2025-11-20T23:14:56.923717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPER' from 'https://tdm.silogroup.org/data/derivative_storage/XPER.csv'.
[2025-11-20T23:14:56.937623] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'XPER'.
[2025-11-20T23:14:56.938267] [INFO ] [FORECASTER] Starting predict_future for XPER
[2025-11-20T23:14:56.939270] [DEBUG] [LOCAL     ] No optimal features file found for XPER: ./output/feature-sets/XPER.txt
[2025-11-20T23:14:56.939345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:56.939393] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:56.939435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:56.939513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:57.010999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:57.012141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:57.012251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:57.012301] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:57.137441] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:57.137706] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:57.137768] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:57.137803] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:57.141740] [DEBUG] [FORECASTER] XPER: Forecast T+1@11:T+2@11: DOWN (p=44.05%)
[2025-11-20T23:14:57.142085] [INFO ] [FORECASTER] Completed predict_future for XPER
[2025-11-20T23:14:57.142257] [INFO ] [sig       ] XPER: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:57.286554] [INFO ] [LOCAL     ] Saved forecast: XPER	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/XPER.txt
[2025-11-20T23:14:57.286800] [INFO ] [sig       ] [1313/1341] Completed XPER in 0.4s | 2.72 sym/s | Total: 8.0m | ETA: 10.3s
[2025-11-20T23:14:57.286900] [INFO ] [sig       ] [1314/1341] Forecasting XPEV...
[2025-11-20T23:14:57.286948] [INFO ] [sig       ] Generating forecast for: XPEV
[2025-11-20T23:14:57.286984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEV' from 'https://tdm.silogroup.org/data/derivative_storage/XPEV.csv'.
[2025-11-20T23:14:57.300521] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'XPEV'.
[2025-11-20T23:14:57.301142] [INFO ] [FORECASTER] Starting predict_future for XPEV
[2025-11-20T23:14:57.302105] [DEBUG] [LOCAL     ] No optimal features file found for XPEV: ./output/feature-sets/XPEV.txt
[2025-11-20T23:14:57.302178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:57.302227] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:57.302270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:57.302344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:57.375383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:57.376483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:57.376592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:57.376665] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:57.508383] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:57.508583] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:57.508630] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:57.508707] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:57.512282] [DEBUG] [FORECASTER] XPEV: Forecast T+1@11:T+2@11: DOWN (p=3.55%)
[2025-11-20T23:14:57.512792] [INFO ] [FORECASTER] Completed predict_future for XPEV
[2025-11-20T23:14:57.513030] [INFO ] [sig       ] XPEV: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:57.657136] [INFO ] [LOCAL     ] Saved forecast: XPEV	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/XPEV.txt
[2025-11-20T23:14:57.657380] [INFO ] [sig       ] [1314/1341] Completed XPEV in 0.4s | 2.72 sym/s | Total: 8.0m | ETA: 9.9s
[2025-11-20T23:14:57.657440] [INFO ] [sig       ] [1315/1341] Forecasting XPO...
[2025-11-20T23:14:57.657512] [INFO ] [sig       ] Generating forecast for: XPO
[2025-11-20T23:14:57.657559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-11-20T23:14:57.672223] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'XPO'.
[2025-11-20T23:14:57.672756] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-11-20T23:14:57.673751] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-11-20T23:14:57.673827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:57.673893] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:57.673949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:57.674024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:57.745271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:57.746404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:57.746536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:57.746595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:57.882397] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:57.882674] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:57.882736] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:57.882771] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:57.886727] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: UP (p=50.56%)
[2025-11-20T23:14:57.887084] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-11-20T23:14:57.887260] [INFO ] [sig       ] XPO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:58.040151] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/XPO.txt
[2025-11-20T23:14:58.040420] [INFO ] [sig       ] [1315/1341] Completed XPO in 0.4s | 2.72 sym/s | Total: 8.1m | ETA: 9.6s
[2025-11-20T23:14:58.040490] [INFO ] [sig       ] [1316/1341] Forecasting XPOF...
[2025-11-20T23:14:58.040540] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-11-20T23:14:58.040587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-11-20T23:14:58.054686] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'XPOF'.
[2025-11-20T23:14:58.055195] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-11-20T23:14:58.056135] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-11-20T23:14:58.056210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:58.056250] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:58.056296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:58.056370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:58.125256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:58.126357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:58.126486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:58.126537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:58.255129] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:58.255365] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:58.255419] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:58.255453] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:58.259769] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=14.95%)
[2025-11-20T23:14:58.260149] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-11-20T23:14:58.260341] [INFO ] [sig       ] XPOF: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:58.411338] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/XPOF.txt
[2025-11-20T23:14:58.411590] [INFO ] [sig       ] [1316/1341] Completed XPOF in 0.4s | 2.72 sym/s | Total: 8.1m | ETA: 9.2s
[2025-11-20T23:14:58.411714] [INFO ] [sig       ] [1317/1341] Forecasting XPRO...
[2025-11-20T23:14:58.411770] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-11-20T23:14:58.411819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-11-20T23:14:58.429260] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'XPRO'.
[2025-11-20T23:14:58.429825] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-11-20T23:14:58.430804] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-11-20T23:14:58.430876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:58.430927] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:58.430984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:58.431074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:58.501134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:58.502329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:58.502442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:58.502494] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:58.632031] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:58.632260] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:58.632312] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:58.632345] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:58.636429] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=12.99%)
[2025-11-20T23:14:58.636795] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-11-20T23:14:58.637021] [INFO ] [sig       ] XPRO: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:58.782761] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/XPRO.txt
[2025-11-20T23:14:58.783032] [INFO ] [sig       ] [1317/1341] Completed XPRO in 0.4s | 2.72 sym/s | Total: 8.1m | ETA: 8.8s
[2025-11-20T23:14:58.783116] [INFO ] [sig       ] [1318/1341] Forecasting XYF...
[2025-11-20T23:14:58.783167] [INFO ] [sig       ] Generating forecast for: XYF
[2025-11-20T23:14:58.783230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-11-20T23:14:58.796486] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'XYF'.
[2025-11-20T23:14:58.797046] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-11-20T23:14:58.798260] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-11-20T23:14:58.798349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:58.798431] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:58.798524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:58.798679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:58.878506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:58.879915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:58.880072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:58.880139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:59.022052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:59.022288] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:59.022343] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:59.022378] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:59.026473] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: UP (p=64.06%)
[2025-11-20T23:14:59.027095] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-11-20T23:14:59.027399] [INFO ] [sig       ] XYF: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:59.187368] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/XYF.txt
[2025-11-20T23:14:59.187637] [INFO ] [sig       ] [1318/1341] Completed XYF in 0.4s | 2.72 sym/s | Total: 8.1m | ETA: 8.5s
[2025-11-20T23:14:59.187721] [INFO ] [sig       ] [1319/1341] Forecasting XYL...
[2025-11-20T23:14:59.187766] [INFO ] [sig       ] Generating forecast for: XYL
[2025-11-20T23:14:59.187803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-11-20T23:14:59.201150] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'XYL'.
[2025-11-20T23:14:59.201580] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-11-20T23:14:59.202529] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-11-20T23:14:59.202610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:59.202696] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:59.202748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:59.202823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:59.271876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:59.273181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:59.273294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:59.273344] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:59.405830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:59.406072] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:59.406124] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:59.406159] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:59.410435] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=57.28%)
[2025-11-20T23:14:59.410988] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-11-20T23:14:59.411227] [INFO ] [sig       ] XYL: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:14:59.554550] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/XYL.txt
[2025-11-20T23:14:59.554806] [INFO ] [sig       ] [1319/1341] Completed XYL in 0.4s | 2.72 sym/s | Total: 8.1m | ETA: 8.1s
[2025-11-20T23:14:59.554889] [INFO ] [sig       ] [1320/1341] Forecasting YALA...
[2025-11-20T23:14:59.554929] [INFO ] [sig       ] Generating forecast for: YALA
[2025-11-20T23:14:59.554976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-11-20T23:14:59.567996] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'YALA'.
[2025-11-20T23:14:59.568429] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-11-20T23:14:59.569345] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-11-20T23:14:59.569416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:59.569463] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:59.569501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:59.569573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:59.637550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:59.638713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:59.638824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:59.638874] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:14:59.761144] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:14:59.761388] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:14:59.761439] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:14:59.761473] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:14:59.765532] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-11-20T23:14:59.765911] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-11-20T23:14:59.766277] [INFO ] [sig       ] YALA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:14:59.911266] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/YALA.txt
[2025-11-20T23:14:59.911486] [INFO ] [sig       ] [1320/1341] Completed YALA in 0.4s | 2.72 sym/s | Total: 8.1m | ETA: 7.7s
[2025-11-20T23:14:59.911567] [INFO ] [sig       ] [1321/1341] Forecasting YELP...
[2025-11-20T23:14:59.911617] [INFO ] [sig       ] Generating forecast for: YELP
[2025-11-20T23:14:59.911683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-11-20T23:14:59.925084] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'YELP'.
[2025-11-20T23:14:59.925578] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-11-20T23:14:59.926570] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-11-20T23:14:59.926667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:14:59.926719] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:14:59.926817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:14:59.926965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:14:59.995495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:14:59.996686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:14:59.996813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:14:59.996902] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:00.134677] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:00.134940] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:00.135038] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:00.135084] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:00.139558] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=99.65%)
[2025-11-20T23:15:00.139967] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-11-20T23:15:00.140163] [INFO ] [sig       ] YELP: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:15:00.289326] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/YELP.txt
[2025-11-20T23:15:00.289633] [INFO ] [sig       ] [1321/1341] Completed YELP in 0.4s | 2.72 sym/s | Total: 8.1m | ETA: 7.4s
[2025-11-20T23:15:00.289742] [INFO ] [sig       ] [1322/1341] Forecasting YETI...
[2025-11-20T23:15:00.289802] [INFO ] [sig       ] Generating forecast for: YETI
[2025-11-20T23:15:00.289874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-11-20T23:15:00.303729] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'YETI'.
[2025-11-20T23:15:00.304208] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-11-20T23:15:00.305140] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-11-20T23:15:00.305210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:15:00.305257] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:15:00.305296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:15:00.305367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:15:00.376867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:15:00.377959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:15:00.378071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:15:00.378120] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:01.090107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:01.090338] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:01.090390] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:01.090425] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:01.094359] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-11-20T23:15:01.094731] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-11-20T23:15:01.094895] [INFO ] [sig       ] YETI: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:15:01.255568] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/YETI.txt
[2025-11-20T23:15:01.255927] [INFO ] [sig       ] [1322/1341] Completed YETI in 1.0s | 2.72 sym/s | Total: 8.1m | ETA: 7.0s
[2025-11-20T23:15:01.255993] [INFO ] [sig       ] [1323/1341] Forecasting YEXT...
[2025-11-20T23:15:01.256050] [INFO ] [sig       ] Generating forecast for: YEXT
[2025-11-20T23:15:01.256097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YEXT' from 'https://tdm.silogroup.org/data/derivative_storage/YEXT.csv'.
[2025-11-20T23:15:01.272198] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'YEXT'.
[2025-11-20T23:15:01.272790] [INFO ] [FORECASTER] Starting predict_future for YEXT
[2025-11-20T23:15:01.274166] [DEBUG] [LOCAL     ] No optimal features file found for YEXT: ./output/feature-sets/YEXT.txt
[2025-11-20T23:15:01.274238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:15:01.274286] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:15:01.274326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:15:01.274423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:15:01.346639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:15:01.347952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:15:01.348097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:15:01.348159] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:01.618910] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:01.619207] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:01.619284] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:01.619341] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:01.625295] [DEBUG] [FORECASTER] YEXT: Forecast T+1@11:T+2@11: UP (p=80.68%)
[2025-11-20T23:15:01.625991] [INFO ] [FORECASTER] Completed predict_future for YEXT
[2025-11-20T23:15:01.626258] [INFO ] [sig       ] YEXT: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:15:01.803674] [INFO ] [LOCAL     ] Saved forecast: YEXT	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/YEXT.txt
[2025-11-20T23:15:01.803942] [INFO ] [sig       ] [1323/1341] Completed YEXT in 0.5s | 2.72 sym/s | Total: 8.1m | ETA: 6.6s
[2025-11-20T23:15:01.804002] [INFO ] [sig       ] [1324/1341] Forecasting YMM...
[2025-11-20T23:15:01.804102] [INFO ] [sig       ] Generating forecast for: YMM
[2025-11-20T23:15:01.804154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-11-20T23:15:01.819888] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'YMM'.
[2025-11-20T23:15:01.820536] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-11-20T23:15:01.821815] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-11-20T23:15:01.821903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:15:01.821961] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:15:01.822029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:15:01.822180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:15:01.894289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:15:01.895462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:15:01.895596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:15:01.895687] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:02.039916] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:02.040243] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:02.040325] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:02.040383] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:02.046785] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=31.70%)
[2025-11-20T23:15:02.047687] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-11-20T23:15:02.048026] [INFO ] [sig       ] YMM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:15:02.206804] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/YMM.txt
[2025-11-20T23:15:02.207097] [INFO ] [sig       ] [1324/1341] Completed YMM in 0.4s | 2.72 sym/s | Total: 8.1m | ETA: 6.3s
[2025-11-20T23:15:02.207180] [INFO ] [sig       ] [1325/1341] Forecasting YOU...
[2025-11-20T23:15:02.207222] [INFO ] [sig       ] Generating forecast for: YOU
[2025-11-20T23:15:02.207271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YOU' from 'https://tdm.silogroup.org/data/derivative_storage/YOU.csv'.
[2025-11-20T23:15:02.221045] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'YOU'.
[2025-11-20T23:15:02.221628] [INFO ] [FORECASTER] Starting predict_future for YOU
[2025-11-20T23:15:02.222632] [DEBUG] [LOCAL     ] No optimal features file found for YOU: ./output/feature-sets/YOU.txt
[2025-11-20T23:15:02.222726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:15:02.222775] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:15:02.222817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:15:02.222899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:15:02.297154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:15:02.298334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:15:02.298480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:15:02.298530] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:02.432055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:02.432295] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:02.432350] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:02.432387] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:02.436834] [DEBUG] [FORECASTER] YOU: Forecast T+1@11:T+2@11: UP (p=76.80%)
[2025-11-20T23:15:02.437395] [INFO ] [FORECASTER] Completed predict_future for YOU
[2025-11-20T23:15:02.437593] [INFO ] [sig       ] YOU: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:15:02.594967] [INFO ] [LOCAL     ] Saved forecast: YOU	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/YOU.txt
[2025-11-20T23:15:02.595230] [INFO ] [sig       ] [1325/1341] Completed YOU in 0.4s | 2.72 sym/s | Total: 8.1m | ETA: 5.9s
[2025-11-20T23:15:02.595326] [INFO ] [sig       ] [1326/1341] Forecasting YPF...
[2025-11-20T23:15:02.595377] [INFO ] [sig       ] Generating forecast for: YPF
[2025-11-20T23:15:02.595423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-11-20T23:15:02.610007] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'YPF'.
[2025-11-20T23:15:02.610571] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-11-20T23:15:02.611568] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-11-20T23:15:02.611669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:15:02.611776] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:15:02.611830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:15:02.611919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:15:02.684841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:15:02.686155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:15:02.686324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:15:02.686378] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:02.833472] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:02.833745] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:02.833818] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:02.833857] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:02.838454] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=20.82%)
[2025-11-20T23:15:02.839024] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-11-20T23:15:02.839225] [INFO ] [sig       ] YPF: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:15:02.998188] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/YPF.txt
[2025-11-20T23:15:02.998426] [INFO ] [sig       ] [1326/1341] Completed YPF in 0.4s | 2.72 sym/s | Total: 8.1m | ETA: 5.5s
[2025-11-20T23:15:02.998515] [INFO ] [sig       ] [1327/1341] Forecasting YRD...
[2025-11-20T23:15:02.998574] [INFO ] [sig       ] Generating forecast for: YRD
[2025-11-20T23:15:02.998670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-11-20T23:15:03.012046] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'YRD'.
[2025-11-20T23:15:03.012561] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-11-20T23:15:03.013513] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-11-20T23:15:03.013585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:15:03.013633] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:15:03.013708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:15:03.013798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:15:03.081912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:15:03.083046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:15:03.083153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:15:03.083214] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:03.207836] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:03.208085] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:03.208141] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:03.208176] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:03.212115] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: DOWN (p=44.47%)
[2025-11-20T23:15:03.212636] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-11-20T23:15:03.212888] [INFO ] [sig       ] YRD: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:15:03.362338] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/YRD.txt
[2025-11-20T23:15:03.362587] [INFO ] [sig       ] [1327/1341] Completed YRD in 0.4s | 2.72 sym/s | Total: 8.1m | ETA: 5.2s
[2025-11-20T23:15:03.362697] [INFO ] [sig       ] [1328/1341] Forecasting YSG...
[2025-11-20T23:15:03.362753] [INFO ] [sig       ] Generating forecast for: YSG
[2025-11-20T23:15:03.362799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-11-20T23:15:03.376143] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'YSG'.
[2025-11-20T23:15:03.376669] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-11-20T23:15:03.377606] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-11-20T23:15:03.377700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:15:03.377753] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:15:03.377804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:15:03.377878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:15:03.450112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:15:03.451289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:15:03.451411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:15:03.451464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:03.580376] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:03.580604] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:03.580678] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:03.580724] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:03.584738] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2025-11-20T23:15:03.585077] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-11-20T23:15:03.585229] [INFO ] [sig       ] YSG: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:15:03.730722] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/YSG.txt
[2025-11-20T23:15:03.730979] [INFO ] [sig       ] [1328/1341] Completed YSG in 0.4s | 2.72 sym/s | Total: 8.1m | ETA: 4.8s
[2025-11-20T23:15:03.731065] [INFO ] [sig       ] [1329/1341] Forecasting YUM...
[2025-11-20T23:15:03.731105] [INFO ] [sig       ] Generating forecast for: YUM
[2025-11-20T23:15:03.731148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-11-20T23:15:03.745369] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'YUM'.
[2025-11-20T23:15:03.745939] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-11-20T23:15:03.746943] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-11-20T23:15:03.747027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:15:03.747086] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:15:03.747131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:15:03.747207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:15:03.816967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:15:03.818133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:15:03.818246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:15:03.818295] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:03.944436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:03.944680] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:03.944761] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:03.944809] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:03.948714] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=25.05%)
[2025-11-20T23:15:03.949065] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-11-20T23:15:03.949227] [INFO ] [sig       ] YUM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:15:04.097632] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/YUM.txt
[2025-11-20T23:15:04.097909] [INFO ] [sig       ] [1329/1341] Completed YUM in 0.4s | 2.72 sym/s | Total: 8.2m | ETA: 4.4s
[2025-11-20T23:15:04.097975] [INFO ] [sig       ] [1330/1341] Forecasting ZBH...
[2025-11-20T23:15:04.098019] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-11-20T23:15:04.098071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-11-20T23:15:04.111230] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ZBH'.
[2025-11-20T23:15:04.111674] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-11-20T23:15:04.112568] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-11-20T23:15:04.112639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:15:04.112732] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:15:04.112775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:15:04.112845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:15:04.183603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:15:04.184759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:15:04.184871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:15:04.184922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:04.313862] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:04.314097] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:04.314148] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:04.314182] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:04.318721] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=65.21%)
[2025-11-20T23:15:04.319162] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-11-20T23:15:04.319352] [INFO ] [sig       ] ZBH: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:15:04.475842] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ZBH.txt
[2025-11-20T23:15:04.476147] [INFO ] [sig       ] [1330/1341] Completed ZBH in 0.4s | 2.72 sym/s | Total: 8.2m | ETA: 4.1s
[2025-11-20T23:15:04.476219] [INFO ] [sig       ] [1331/1341] Forecasting ZEPP...
[2025-11-20T23:15:04.476262] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-11-20T23:15:04.476308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-11-20T23:15:04.489857] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ZEPP'.
[2025-11-20T23:15:04.490445] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-11-20T23:15:04.491473] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-11-20T23:15:04.491623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:15:04.491715] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:15:04.491760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:15:04.491835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:15:04.574006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:15:04.575722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:15:04.575905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:15:04.575981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:04.734942] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:04.735269] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:04.735346] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:04.735401] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:04.742056] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=17.13%)
[2025-11-20T23:15:04.742992] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-11-20T23:15:04.743374] [INFO ] [sig       ] ZEPP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:15:04.967186] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ZEPP.txt
[2025-11-20T23:15:04.967630] [INFO ] [sig       ] [1331/1341] Completed ZEPP in 0.5s | 2.72 sym/s | Total: 8.2m | ETA: 3.7s
[2025-11-20T23:15:04.967760] [INFO ] [sig       ] [1332/1341] Forecasting ZETA...
[2025-11-20T23:15:04.967834] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-11-20T23:15:04.967913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-11-20T23:15:04.988555] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ZETA'.
[2025-11-20T23:15:04.989328] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-11-20T23:15:04.990783] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-11-20T23:15:04.990880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:15:04.990953] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:15:04.991016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:15:04.991129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:15:05.091627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:15:05.093207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:15:05.094385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:15:05.094493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:05.283481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:05.283862] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:05.284153] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:05.284278] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:05.290266] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=96.42%)
[2025-11-20T23:15:05.291037] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-11-20T23:15:05.291287] [INFO ] [sig       ] ZETA: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:15:05.503518] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ZETA.txt
[2025-11-20T23:15:05.503805] [INFO ] [sig       ] [1332/1341] Completed ZETA in 0.5s | 2.71 sym/s | Total: 8.2m | ETA: 3.3s
[2025-11-20T23:15:05.503914] [INFO ] [sig       ] [1333/1341] Forecasting ZGN...
[2025-11-20T23:15:05.503960] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-11-20T23:15:05.504006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-11-20T23:15:05.518560] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ZGN'.
[2025-11-20T23:15:05.519138] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-11-20T23:15:05.520264] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-11-20T23:15:05.520363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:15:05.520453] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:15:05.520520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:15:05.520610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:15:05.593219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:15:05.594572] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:15:05.594771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:15:05.594844] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:05.697866] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:05.698120] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:05.698176] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:05.698213] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:05.703047] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: UP (p=84.65%)
[2025-11-20T23:15:05.703415] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-11-20T23:15:05.703569] [INFO ] [sig       ] ZGN: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:15:05.847789] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ZGN.txt
[2025-11-20T23:15:05.847996] [INFO ] [sig       ] [1333/1341] Completed ZGN in 0.3s | 2.71 sym/s | Total: 8.2m | ETA: 2.9s
[2025-11-20T23:15:05.848051] [INFO ] [sig       ] [1334/1341] Forecasting ZH...
[2025-11-20T23:15:05.848113] [INFO ] [sig       ] Generating forecast for: ZH
[2025-11-20T23:15:05.848157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-11-20T23:15:05.861917] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ZH'.
[2025-11-20T23:15:05.862374] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-11-20T23:15:05.863354] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-11-20T23:15:05.863426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:15:05.863471] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:15:05.863511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:15:05.863579] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:15:05.930598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:15:05.931613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:15:05.931756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:15:05.931810] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:06.038000] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:06.038232] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:06.038288] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:06.038325] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:06.042225] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: UP (p=94.81%)
[2025-11-20T23:15:06.042558] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-11-20T23:15:06.042743] [INFO ] [sig       ] ZH: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:15:06.185410] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ZH.txt
[2025-11-20T23:15:06.185629] [INFO ] [sig       ] [1334/1341] Completed ZH in 0.3s | 2.71 sym/s | Total: 8.2m | ETA: 2.6s
[2025-11-20T23:15:06.185733] [INFO ] [sig       ] [1335/1341] Forecasting ZIM...
[2025-11-20T23:15:06.185778] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-11-20T23:15:06.185818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-11-20T23:15:06.199407] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ZIM'.
[2025-11-20T23:15:06.199931] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-11-20T23:15:06.200901] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-11-20T23:15:06.200973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:15:06.201021] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:15:06.201063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:15:06.201136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:15:06.274152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:15:06.275335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:15:06.275452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:15:06.275502] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:06.400091] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:06.400323] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:06.400376] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:06.400412] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:06.404498] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=9.86%)
[2025-11-20T23:15:06.404878] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-11-20T23:15:06.405055] [INFO ] [sig       ] ZIM: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:15:06.550266] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ZIM.txt
[2025-11-20T23:15:06.550527] [INFO ] [sig       ] [1335/1341] Completed ZIM in 0.4s | 2.71 sym/s | Total: 8.2m | ETA: 2.2s
[2025-11-20T23:15:06.550592] [INFO ] [sig       ] [1336/1341] Forecasting ZIP...
[2025-11-20T23:15:06.550636] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-11-20T23:15:06.550699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-11-20T23:15:06.563001] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ZIP'.
[2025-11-20T23:15:06.563402] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-11-20T23:15:06.564271] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-11-20T23:15:06.564342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:15:06.564389] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:15:06.564430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:15:06.564500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:15:06.632486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:15:06.633286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:15:06.633385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:15:06.633433] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:06.766797] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:06.767012] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:06.767058] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:06.767091] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:06.770538] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=40.46%)
[2025-11-20T23:15:06.770855] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-11-20T23:15:06.771031] [INFO ] [sig       ] ZIP: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:15:06.910583] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ZIP.txt
[2025-11-20T23:15:06.910780] [INFO ] [sig       ] [1336/1341] Completed ZIP in 0.4s | 2.71 sym/s | Total: 8.2m | ETA: 1.8s
[2025-11-20T23:15:06.910866] [INFO ] [sig       ] [1337/1341] Forecasting ZTO...
[2025-11-20T23:15:06.910913] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-11-20T23:15:06.910962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-11-20T23:15:06.923331] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ZTO'.
[2025-11-20T23:15:06.923821] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-11-20T23:15:06.924626] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-11-20T23:15:06.924718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:15:06.924766] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:15:06.924806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:15:06.924876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:15:06.994187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:15:06.995239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:15:06.995349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:15:06.995399] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:07.136757] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:07.137018] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:07.137073] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:07.137109] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:07.140956] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: UP (p=97.51%)
[2025-11-20T23:15:07.141295] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-11-20T23:15:07.141451] [INFO ] [sig       ] ZTO: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:15:07.285236] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ZTO.txt
[2025-11-20T23:15:07.285415] [INFO ] [sig       ] [1337/1341] Completed ZTO in 0.4s | 2.71 sym/s | Total: 8.2m | ETA: 1.5s
[2025-11-20T23:15:07.285470] [INFO ] [sig       ] [1338/1341] Forecasting ZTR...
[2025-11-20T23:15:07.285515] [INFO ] [sig       ] Generating forecast for: ZTR
[2025-11-20T23:15:07.285587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTR' from 'https://tdm.silogroup.org/data/derivative_storage/ZTR.csv'.
[2025-11-20T23:15:07.297715] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ZTR'.
[2025-11-20T23:15:07.298110] [INFO ] [FORECASTER] Starting predict_future for ZTR
[2025-11-20T23:15:07.298926] [DEBUG] [LOCAL     ] No optimal features file found for ZTR: ./output/feature-sets/ZTR.txt
[2025-11-20T23:15:07.299012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:15:07.299066] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:15:07.299107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:15:07.299181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:15:07.366027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:15:07.366722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:15:07.366818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:15:07.366866] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:07.497017] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:07.497209] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:07.497254] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:07.497307] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:07.500903] [DEBUG] [FORECASTER] ZTR: Forecast T+1@11:T+2@11: UP (p=80.56%)
[2025-11-20T23:15:07.501207] [INFO ] [FORECASTER] Completed predict_future for ZTR
[2025-11-20T23:15:07.501353] [INFO ] [sig       ] ZTR: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:15:07.642698] [INFO ] [LOCAL     ] Saved forecast: ZTR	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ZTR.txt
[2025-11-20T23:15:07.642868] [INFO ] [sig       ] [1338/1341] Completed ZTR in 0.4s | 2.71 sym/s | Total: 8.2m | ETA: 1.1s
[2025-11-20T23:15:07.642954] [INFO ] [sig       ] [1339/1341] Forecasting ZTS...
[2025-11-20T23:15:07.643008] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-11-20T23:15:07.643052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-11-20T23:15:07.655422] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ZTS'.
[2025-11-20T23:15:07.655841] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-11-20T23:15:07.656626] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-11-20T23:15:07.656722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:15:07.656770] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:15:07.656812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:15:07.656905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:15:07.725093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:15:07.726048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:15:07.726151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:15:07.726200] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:07.860854] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:07.861135] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:07.861210] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:07.861262] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:07.865265] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: DOWN (p=9.09%)
[2025-11-20T23:15:07.865622] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-11-20T23:15:07.865806] [INFO ] [sig       ] ZTS: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:15:08.013369] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ZTS.txt
[2025-11-20T23:15:08.013574] [INFO ] [sig       ] [1339/1341] Completed ZTS in 0.4s | 2.71 sym/s | Total: 8.2m | ETA: 0.7s
[2025-11-20T23:15:08.013660] [INFO ] [sig       ] [1340/1341] Forecasting ZVIA...
[2025-11-20T23:15:08.013745] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-11-20T23:15:08.013788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-11-20T23:15:08.025866] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ZVIA'.
[2025-11-20T23:15:08.026218] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-11-20T23:15:08.027047] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-11-20T23:15:08.027118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:15:08.027165] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:15:08.027207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:15:08.027278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:15:08.094415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:15:08.095401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:15:08.095504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:15:08.095577] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:08.217380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:08.217579] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:08.217626] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:08.217680] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:08.221189] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=7.31%)
[2025-11-20T23:15:08.221504] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-11-20T23:15:08.221686] [INFO ] [sig       ] ZVIA: Forecast for 2025-11-20: DOWN (sign=0.00)
[2025-11-20T23:15:08.361319] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-11-21	0 -> ./output/forecasts/individual/2025-11-21/ZVIA.txt
[2025-11-20T23:15:08.361493] [INFO ] [sig       ] [1340/1341] Completed ZVIA in 0.3s | 2.71 sym/s | Total: 8.2m | ETA: 0.4s
[2025-11-20T23:15:08.361549] [INFO ] [sig       ] [1341/1341] Forecasting ZWS...
[2025-11-20T23:15:08.361593] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-11-20T23:15:08.361742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-11-20T23:15:08.373332] [DEBUG] [REMOTE    ] Successfully parsed 347 rows of historical data for symbol 'ZWS'.
[2025-11-20T23:15:08.373759] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-11-20T23:15:08.374554] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-11-20T23:15:08.374626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-20T23:15:08.374703] [DEBUG] [FORECASTER] Starting train method
[2025-11-20T23:15:08.374779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-20T23:15:08.374890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-20T23:15:08.445000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-20T23:15:08.445849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-20T23:15:08.445950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-20T23:15:08.446017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-20T23:15:08.573305] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-20T23:15:08.573569] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-20T23:15:08.573802] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-20T23:15:08.573899] [INFO ] [FORECASTER] Training complete
[2025-11-20T23:15:08.577574] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: UP (p=87.46%)
[2025-11-20T23:15:08.578041] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-11-20T23:15:08.578273] [INFO ] [sig       ] ZWS: Forecast for 2025-11-20: UP (sign=1.00)
[2025-11-20T23:15:08.723091] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-11-21	1 -> ./output/forecasts/individual/2025-11-21/ZWS.txt
[2025-11-20T23:15:08.723342] [INFO ] [sig       ] [1341/1341] Completed ZWS in 0.4s | 2.71 sym/s | Total: 8.2m | ETA: 0.0s
[2025-11-20T23:15:08.723406] [INFO ] [sig       ] ==================================================
[2025-11-20T23:15:08.723452] [INFO ] [sig       ] Forecasts complete: 1341/1341 symbols succeeded
[2025-11-20T23:15:08.723513] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-11-20T23:15:08.723566] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-11-20T23:15:08.724019] [INFO ] [sig       ] Found 29 forecast dates to process
[2025-11-20T23:15:08.724100] [INFO ] [sig       ] [1/29] Processing report for 2025-10-10...
[2025-11-20T23:15:08.724180] [INFO ] [sig       ] [1/29] Report for 2025-10-10 already exists, skipping...
[2025-11-20T23:15:08.724237] [INFO ] [sig       ] [2/29] Processing report for 2025-10-13...
[2025-11-20T23:15:08.724288] [INFO ] [sig       ] [2/29] Report for 2025-10-13 already exists, skipping...
[2025-11-20T23:15:08.724381] [INFO ] [sig       ] [3/29] Processing report for 2025-10-14...
[2025-11-20T23:15:08.724462] [INFO ] [sig       ] [3/29] Report for 2025-10-14 already exists, skipping...
[2025-11-20T23:15:08.724505] [INFO ] [sig       ] [4/29] Processing report for 2025-10-15...
[2025-11-20T23:15:08.724581] [INFO ] [sig       ] [4/29] Report for 2025-10-15 already exists, skipping...
[2025-11-20T23:15:08.724622] [INFO ] [sig       ] [5/29] Processing report for 2025-10-16...
[2025-11-20T23:15:08.724722] [INFO ] [sig       ] [5/29] Report for 2025-10-16 already exists, skipping...
[2025-11-20T23:15:08.724788] [INFO ] [sig       ] [6/29] Processing report for 2025-10-17...
[2025-11-20T23:15:08.724838] [INFO ] [sig       ] [6/29] Report for 2025-10-17 already exists, skipping...
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[2025-11-20T23:15:08.755393] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.755538] [DEBUG] [LOCAL     ] Loaded configuration for TNET: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.755624] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.755729] [DEBUG] [LOCAL     ] Loaded configuration for PNW: 6 features, 90.0% accuracy
[2025-11-20T23:15:08.755843] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.755932] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.756021] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.756182] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.756266] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.756341] [DEBUG] [LOCAL     ] Loaded configuration for MGRB: 2 features, 50.0% accuracy
[2025-11-20T23:15:08.756456] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.756555] [DEBUG] [LOCAL     ] Loaded configuration for RGT: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.756630] [DEBUG] [LOCAL     ] Loaded configuration for LBRT: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.756734] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.756837] [DEBUG] [LOCAL     ] Loaded configuration for MIR: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.756942] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.757066] [DEBUG] [LOCAL     ] Loaded configuration for GDIV: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.757142] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.757214] [DEBUG] [LOCAL     ] Loaded configuration for QVCD: 3 features, 40.0% accuracy
[2025-11-20T23:15:08.757311] [DEBUG] [LOCAL     ] Loaded configuration for TV: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.757386] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.757458] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.757530] [DEBUG] [LOCAL     ] Loaded configuration for RPM: 2 features, 50.0% accuracy
[2025-11-20T23:15:08.757603] [DEBUG] [LOCAL     ] Loaded configuration for WOW: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.757719] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.757798] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.757872] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.757986] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.758094] [DEBUG] [LOCAL     ] Loaded configuration for MVT: 5 features, 100.0% accuracy
[2025-11-20T23:15:08.758172] [DEBUG] [LOCAL     ] Loaded configuration for VIST: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.758245] [DEBUG] [LOCAL     ] Loaded configuration for PSA: 2 features, 50.0% accuracy
[2025-11-20T23:15:08.758318] [DEBUG] [LOCAL     ] Loaded configuration for UVV: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.758390] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.758463] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.758535] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.758631] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.758749] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.758826] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.758907] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.758981] [DEBUG] [LOCAL     ] Loaded configuration for KMPR: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.759054] [DEBUG] [LOCAL     ] Loaded configuration for POST: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.759128] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.759201] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-11-20T23:15:08.759301] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.759386] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.759459] [DEBUG] [LOCAL     ] Loaded configuration for SHW: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.759530] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.759603] [DEBUG] [LOCAL     ] Loaded configuration for NSA: 2 features, 50.0% accuracy
[2025-11-20T23:15:08.759700] [DEBUG] [LOCAL     ] Loaded configuration for AVTR: 8 features, 90.0% accuracy
[2025-11-20T23:15:08.759777] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.759850] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.759924] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.760018] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.760097] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.760197] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-11-20T23:15:08.760266] [DEBUG] [LOCAL     ] Loaded configuration for NXRT: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.760342] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.760417] [DEBUG] [LOCAL     ] Loaded configuration for HGER: 3 features, 50.0% accuracy
[2025-11-20T23:15:08.760491] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.760565] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.760635] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.760734] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.760805] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.760909] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.761003] [DEBUG] [LOCAL     ] Loaded configuration for WTTR: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.761125] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-11-20T23:15:08.761203] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.761279] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.761353] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.761428] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.761501] [DEBUG] [LOCAL     ] Loaded configuration for HYT: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.761575] [DEBUG] [LOCAL     ] Loaded configuration for BIT: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.761666] [DEBUG] [LOCAL     ] Loaded configuration for YEXT: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.761741] [DEBUG] [LOCAL     ] Loaded configuration for FTV: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.761814] [DEBUG] [LOCAL     ] Loaded configuration for ZTR: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.761886] [DEBUG] [LOCAL     ] Loaded configuration for VATE: 1 features, 40.0% accuracy
[2025-11-20T23:15:08.761957] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.762037] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.762110] [DEBUG] [LOCAL     ] Loaded configuration for IP: 3 features, 50.0% accuracy
[2025-11-20T23:15:08.762183] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.762255] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.762350] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.762428] [DEBUG] [LOCAL     ] Loaded configuration for NXDT: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.762502] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.762575] [DEBUG] [LOCAL     ] Loaded configuration for JHS: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.762668] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.762753] [DEBUG] [LOCAL     ] Loaded configuration for XPEV: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.762827] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.762900] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.762985] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.763070] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.763141] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.763213] [DEBUG] [LOCAL     ] Loaded configuration for PBR: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.763285] [DEBUG] [LOCAL     ] Loaded configuration for SOR: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.763358] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.763439] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.763512] [DEBUG] [LOCAL     ] Loaded configuration for NMZ: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.763614] [DEBUG] [LOCAL     ] Loaded configuration for ETX: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.763711] [DEBUG] [LOCAL     ] Loaded configuration for PLNT: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.763808] [DEBUG] [LOCAL     ] Loaded configuration for NUW: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.763883] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.763956] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.764029] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.764111] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.764185] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.764258] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.764331] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.764403] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-11-20T23:15:08.764475] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.764548] [DEBUG] [LOCAL     ] Loaded configuration for VTLE: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.764620] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.764713] [DEBUG] [LOCAL     ] Loaded configuration for DAC: 0 features, 50.0% accuracy
[2025-11-20T23:15:08.764788] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.764860] [DEBUG] [LOCAL     ] Loaded configuration for RMT: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.764946] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.765034] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.765113] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.765193] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.765290] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.765369] [DEBUG] [LOCAL     ] Loaded configuration for SNV: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.765443] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.765515] [DEBUG] [LOCAL     ] Loaded configuration for FVRR: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.765587] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.765683] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.765757] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.765828] [DEBUG] [LOCAL     ] Loaded configuration for RNST: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.765901] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.765973] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.766056] [DEBUG] [LOCAL     ] Loaded configuration for NOC: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.766133] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.766207] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.766279] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.766352] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.766424] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.766496] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.766577] [DEBUG] [LOCAL     ] Loaded configuration for NVT: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.766670] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.766746] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-11-20T23:15:08.766819] [DEBUG] [LOCAL     ] Loaded configuration for ENR: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.766920] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.766999] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.767097] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.767174] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.767247] [DEBUG] [LOCAL     ] Loaded configuration for PHR: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.767329] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-11-20T23:15:08.767404] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.767476] [DEBUG] [LOCAL     ] Loaded configuration for MT: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.767550] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.767623] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.767722] [DEBUG] [LOCAL     ] Loaded configuration for EFT: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.767798] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.767872] [DEBUG] [LOCAL     ] Loaded configuration for WIT: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.767947] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.768029] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.768104] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.768178] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.768265] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.768342] [DEBUG] [LOCAL     ] Loaded configuration for IVR: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.768416] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.768490] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.768563] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.768653] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.768732] [DEBUG] [LOCAL     ] Loaded configuration for GHG: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.768807] [DEBUG] [LOCAL     ] Loaded configuration for SCS: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.768881] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.768955] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.769029] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.769103] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.769178] [DEBUG] [LOCAL     ] Loaded configuration for STEW: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.769252] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.769325] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.769398] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.769472] [DEBUG] [LOCAL     ] Loaded configuration for WPM: 3 features, 50.0% accuracy
[2025-11-20T23:15:08.769546] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.769627] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.769724] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.769800] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.769873] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.769958] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.770048] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-11-20T23:15:08.770133] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.770209] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.770283] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.770357] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.770431] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.770506] [DEBUG] [LOCAL     ] Loaded configuration for NEU: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.770580] [DEBUG] [LOCAL     ] Loaded configuration for WST: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.770673] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.770759] [DEBUG] [LOCAL     ] Loaded configuration for XPER: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.770834] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.770918] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.770993] [DEBUG] [LOCAL     ] Loaded configuration for MNR: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.771074] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.771149] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.771223] [DEBUG] [LOCAL     ] Loaded configuration for NTR: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.771303] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.771378] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.771451] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.771524] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.771610] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.771705] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.771782] [DEBUG] [LOCAL     ] Loaded configuration for TFX: 2 features, 50.0% accuracy
[2025-11-20T23:15:08.771856] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.771941] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.772030] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-11-20T23:15:08.772109] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.772183] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.772264] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.772338] [DEBUG] [LOCAL     ] Loaded configuration for PPT: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.772412] [DEBUG] [LOCAL     ] Loaded configuration for SJT: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.772486] [DEBUG] [LOCAL     ] Loaded configuration for FT: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.772560] [DEBUG] [LOCAL     ] Loaded configuration for THR: 2 features, 100.0% accuracy
[2025-11-20T23:15:08.772633] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-11-20T23:15:08.772727] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.772801] [DEBUG] [LOCAL     ] Loaded configuration for AXR: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.772874] [DEBUG] [LOCAL     ] Loaded configuration for WHR: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.772952] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.773025] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.773117] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.773193] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.773266] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.773339] [DEBUG] [LOCAL     ] Loaded configuration for MQT: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.773413] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.773486] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.773558] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.773631] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.773725] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.773798] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.773871] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.773942] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.774014] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.774085] [DEBUG] [LOCAL     ] Loaded configuration for IGR: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.774157] [DEBUG] [LOCAL     ] Loaded configuration for DT: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.774230] [DEBUG] [LOCAL     ] Loaded configuration for CXT: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.774302] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.774375] [DEBUG] [LOCAL     ] Loaded configuration for SPOT: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.774447] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.774518] [DEBUG] [LOCAL     ] Loaded configuration for EVT: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.774599] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.774694] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.774771] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-11-20T23:15:08.774844] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.774917] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-11-20T23:15:08.774990] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.775062] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.775134] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.775205] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.775278] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.775350] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-11-20T23:15:08.775422] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.775492] [DEBUG] [LOCAL     ] Loaded configuration for MPLX: 0 features, 50.0% accuracy
[2025-11-20T23:15:08.775566] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.775659] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.775736] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-11-20T23:15:08.775809] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.775888] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.775981] [DEBUG] [LOCAL     ] Loaded configuration for WCN: 0 features, 50.0% accuracy
[2025-11-20T23:15:08.776062] [DEBUG] [LOCAL     ] Loaded configuration for TSE: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.776134] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.776206] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.776278] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.776352] [DEBUG] [LOCAL     ] Loaded configuration for PARR: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.776423] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.776495] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.776567] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.776657] [DEBUG] [LOCAL     ] Loaded configuration for ENOV: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.776735] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.776809] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.776911] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.777005] [DEBUG] [LOCAL     ] Loaded configuration for SONY: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.777088] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.777153] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.777225] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.777298] [DEBUG] [LOCAL     ] Loaded configuration for STRV: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.777372] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.777447] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.777519] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.777593] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.777687] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-11-20T23:15:08.777763] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.777836] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.777929] [DEBUG] [LOCAL     ] Loaded configuration for MIN: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.778019] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.778102] [DEBUG] [LOCAL     ] Loaded configuration for GDOT: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.778176] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.778250] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-11-20T23:15:08.778323] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.778405] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.778479] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.778552] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.778625] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.778731] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.778807] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.778881] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.778978] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.779068] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.779141] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-11-20T23:15:08.779213] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.779286] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.779358] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.779431] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.779503] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-11-20T23:15:08.779576] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.779667] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.779743] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.779816] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.779889] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.779962] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.780037] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.780110] [DEBUG] [LOCAL     ] Loaded configuration for MDU: 1 features, 100.0% accuracy
[2025-11-20T23:15:08.780184] [DEBUG] [LOCAL     ] Loaded configuration for NINE: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.780257] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.780330] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.780409] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.780498] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.780585] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.780684] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.780760] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.780833] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.780907] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.780980] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.781054] [DEBUG] [LOCAL     ] Loaded configuration for BR: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.781128] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.781200] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.781281] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.781355] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.781428] [DEBUG] [LOCAL     ] Loaded configuration for STXV: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.781502] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.781574] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.781669] [DEBUG] [LOCAL     ] Loaded configuration for TXT: 4 features, 100.0% accuracy
[2025-11-20T23:15:08.781744] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.781817] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.781897] [DEBUG] [LOCAL     ] Loaded configuration for RVT: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.781972] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.782044] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.782117] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.782189] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.782262] [DEBUG] [LOCAL     ] Loaded configuration for CXH: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.782335] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.782407] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.782478] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.782552] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.782624] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.782727] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.782804] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.782878] [DEBUG] [LOCAL     ] Loaded configuration for MDV: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.782950] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.783023] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.783093] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-11-20T23:15:08.783162] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.783232] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.783302] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-11-20T23:15:08.783371] [DEBUG] [LOCAL     ] Loaded configuration for MCB: 0 features, 30.0% accuracy
[2025-11-20T23:15:08.783441] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-11-20T23:15:08.783511] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.783580] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-11-20T23:15:08.783669] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.783743] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-11-20T23:15:08.783815] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.783886] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.783956] [DEBUG] [LOCAL     ] Loaded configuration for ASR: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.784026] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.784095] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.784163] [DEBUG] [LOCAL     ] Loaded configuration for STXT: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.784233] [DEBUG] [LOCAL     ] Loaded configuration for OWLT: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.784302] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.784372] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.784442] [DEBUG] [LOCAL     ] Loaded configuration for LADR: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.784541] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.784614] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-11-20T23:15:08.784713] [DEBUG] [LOCAL     ] Loaded configuration for TMO: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.784787] [DEBUG] [LOCAL     ] Loaded configuration for TR: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.784859] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.784929] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.785009] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.785080] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.785152] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.785223] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.785295] [DEBUG] [LOCAL     ] Loaded configuration for HAYW: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.785372] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.785445] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.785516] [DEBUG] [LOCAL     ] Loaded configuration for ASAN: 2 features, 50.0% accuracy
[2025-11-20T23:15:08.785586] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.785691] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.785769] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.785840] [DEBUG] [LOCAL     ] Loaded configuration for MDT: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.785920] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.786007] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.786087] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.786157] [DEBUG] [LOCAL     ] Loaded configuration for THLV: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.786228] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.786299] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.786369] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.786439] [DEBUG] [LOCAL     ] Loaded configuration for RJF: 0 features, 50.0% accuracy
[2025-11-20T23:15:08.786510] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.786581] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.786673] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.786773] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.786849] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.786953] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.787035] [DEBUG] [LOCAL     ] Loaded configuration for LH: 6 features, 70.0% accuracy
[2025-11-20T23:15:08.787109] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-11-20T23:15:08.787181] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.787252] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.787322] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.787396] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.787468] [DEBUG] [LOCAL     ] Loaded configuration for ALUR: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.787541] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-11-20T23:15:08.787612] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.787713] [DEBUG] [LOCAL     ] Loaded configuration for SOS: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.787787] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.787859] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.787944] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.788032] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.788114] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-11-20T23:15:08.788186] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.788257] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-11-20T23:15:08.788338] [DEBUG] [LOCAL     ] Loaded configuration for FRT: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.788412] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.788484] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.788555] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.788626] [DEBUG] [LOCAL     ] Loaded configuration for FET: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.788724] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.788797] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-11-20T23:15:08.788867] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.788953] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.789070] [DEBUG] [LOCAL     ] Loaded configuration for BBU: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.789144] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.789215] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.789285] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.789357] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.789428] [DEBUG] [LOCAL     ] Loaded configuration for PRO: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.789500] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.789570] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.789659] [DEBUG] [LOCAL     ] Loaded configuration for OR: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.789735] [DEBUG] [LOCAL     ] Loaded configuration for BX: 1 features, 40.0% accuracy
[2025-11-20T23:15:08.789818] [DEBUG] [LOCAL     ] Loaded configuration for NMS: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.789890] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.789961] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.790031] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.790102] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.790173] [DEBUG] [LOCAL     ] Loaded configuration for SPR: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.790243] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.790314] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.790386] [DEBUG] [LOCAL     ] Loaded configuration for TWN: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.790456] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.790526] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.790606] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.790700] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.790772] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.790844] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.790916] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-11-20T23:15:08.790987] [DEBUG] [LOCAL     ] Loaded configuration for INSW: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.791086] [DEBUG] [LOCAL     ] Loaded configuration for EPR: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.791159] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.791231] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.791301] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.791378] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.791450] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.791521] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.791593] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.791697] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.791772] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.791844] [DEBUG] [LOCAL     ] Loaded configuration for KWR: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.791916] [DEBUG] [LOCAL     ] Loaded configuration for MGRD: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.791988] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.792061] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-11-20T23:15:08.792141] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.792213] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.792283] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.792356] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.792426] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.792497] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-11-20T23:15:08.792567] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.792657] [DEBUG] [LOCAL     ] Loaded configuration for VLT: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.792733] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-11-20T23:15:08.792804] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.792888] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.792977] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.793089] [DEBUG] [LOCAL     ] Loaded configuration for PRT: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.793163] [DEBUG] [LOCAL     ] Loaded configuration for AVNT: 4 features, 50.0% accuracy
[2025-11-20T23:15:08.793236] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.793307] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.793379] [DEBUG] [LOCAL     ] Loaded configuration for TKR: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.793450] [DEBUG] [LOCAL     ] Loaded configuration for VOYA: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.793530] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.793602] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.793727] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.793804] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.793875] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.793953] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.794024] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.794095] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.794167] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-11-20T23:15:08.794239] [DEBUG] [LOCAL     ] Loaded configuration for RDN: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.794311] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.794383] [DEBUG] [LOCAL     ] Loaded configuration for QSR: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.794455] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-11-20T23:15:08.794527] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.794598] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.794693] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.794767] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.794839] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.794911] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.794983] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.795067] [DEBUG] [LOCAL     ] Loaded configuration for SST: 6 features, 90.0% accuracy
[2025-11-20T23:15:08.795141] [DEBUG] [LOCAL     ] Loaded configuration for SPHR: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.795213] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.795285] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.795355] [DEBUG] [LOCAL     ] Loaded configuration for NVST: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.795435] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.795506] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.795576] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.795672] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.795749] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.795821] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-11-20T23:15:08.795892] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.795962] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.796034] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.796106] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.796177] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.796250] [DEBUG] [LOCAL     ] Loaded configuration for VET: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.796322] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.796414] [DEBUG] [LOCAL     ] Loaded configuration for FCT: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.796488] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.796559] [DEBUG] [LOCAL     ] Loaded configuration for HIW: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.796629] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.796720] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.796792] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-11-20T23:15:08.796862] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.796979] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.797079] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.797152] [DEBUG] [LOCAL     ] Loaded configuration for NU: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.797224] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.797295] [DEBUG] [LOCAL     ] Loaded configuration for ESS: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.797367] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.797436] [DEBUG] [LOCAL     ] Loaded configuration for WMB: 3 features, 50.0% accuracy
[2025-11-20T23:15:08.797507] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.797577] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.797664] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.797738] [DEBUG] [LOCAL     ] Loaded configuration for NAN: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.797809] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.797881] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.797960] [DEBUG] [LOCAL     ] Loaded configuration for TPR: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.798046] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.798127] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-11-20T23:15:08.798198] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.798270] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.798340] [DEBUG] [LOCAL     ] Loaded configuration for MITT: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.798412] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.798483] [DEBUG] [LOCAL     ] Loaded configuration for VVV: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.798555] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.798626] [DEBUG] [LOCAL     ] Loaded configuration for GPOR: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.798727] [DEBUG] [LOCAL     ] Loaded configuration for NRGV: 4 features, 100.0% accuracy
[2025-11-20T23:15:08.798803] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.798880] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.798971] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.799062] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.799138] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.799211] [DEBUG] [LOCAL     ] Loaded configuration for RBOT: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.799285] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.799359] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 2 features, 100.0% accuracy
[2025-11-20T23:15:08.799446] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.799520] [DEBUG] [LOCAL     ] Loaded configuration for SMG: 2 features, 50.0% accuracy
[2025-11-20T23:15:08.799593] [DEBUG] [LOCAL     ] Loaded configuration for USNA: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.799684] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.799759] [DEBUG] [LOCAL     ] Loaded configuration for RGR: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.799831] [DEBUG] [LOCAL     ] Loaded configuration for GCV: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.799905] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-11-20T23:15:08.799983] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.800066] [DEBUG] [LOCAL     ] Loaded configuration for EQT: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.800143] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.800217] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.800289] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.800363] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.800446] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.800521] [DEBUG] [LOCAL     ] Loaded configuration for EQNR: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.800594] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.800722] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.800810] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.800885] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.800958] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.801031] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.801106] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.801178] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.801251] [DEBUG] [LOCAL     ] Loaded configuration for OSCR: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.801323] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.801395] [DEBUG] [LOCAL     ] Loaded configuration for NVR: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.801468] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-11-20T23:15:08.801541] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.801615] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.801708] [DEBUG] [LOCAL     ] Loaded configuration for PRU: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.801790] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.801868] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.801941] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.802013] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.802086] [DEBUG] [LOCAL     ] Loaded configuration for SLQT: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.802150] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.802224] [DEBUG] [LOCAL     ] Loaded configuration for LITB: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.802297] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.802379] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-11-20T23:15:08.802455] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.802527] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.802600] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.802694] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.802769] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.802842] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.802925] [DEBUG] [LOCAL     ] Loaded configuration for MYD: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.803029] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.803109] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.803182] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.803267] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.803342] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-11-20T23:15:08.803416] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-11-20T23:15:08.803490] [DEBUG] [LOCAL     ] Loaded configuration for DTW: 5 features, 70.0% accuracy
[2025-11-20T23:15:08.803562] [DEBUG] [LOCAL     ] Loaded configuration for DSMC: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.803656] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.803735] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.803809] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.803884] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.803961] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.804034] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.804108] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.804192] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.804266] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.804340] [DEBUG] [LOCAL     ] Loaded configuration for DSU: 5 features, 100.0% accuracy
[2025-11-20T23:15:08.804413] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-11-20T23:15:08.804486] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.804558] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.804631] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.804730] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.804804] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.804881] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.804955] [DEBUG] [LOCAL     ] Loaded configuration for ODV: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.805028] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.805102] [DEBUG] [LOCAL     ] Loaded configuration for SBR: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.805175] [DEBUG] [LOCAL     ] Loaded configuration for WU: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.805249] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.805331] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-11-20T23:15:08.805419] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.805493] [DEBUG] [LOCAL     ] Loaded configuration for SBSW: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.805566] [DEBUG] [LOCAL     ] Loaded configuration for SPRU: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.805658] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-11-20T23:15:08.805735] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-11-20T23:15:08.805809] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.805882] [DEBUG] [LOCAL     ] Loaded configuration for BWSN: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.805955] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.806029] [DEBUG] [LOCAL     ] Loaded configuration for GEO: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.806102] [DEBUG] [LOCAL     ] Loaded configuration for MOV: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.806175] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.806248] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.806322] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.806396] [DEBUG] [LOCAL     ] Loaded configuration for PJT: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.806468] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.806541] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.806614] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.806707] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.806781] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.806853] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.806966] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.807055] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.807130] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.807203] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.807275] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.807347] [DEBUG] [LOCAL     ] Loaded configuration for MET: 0 features, 50.0% accuracy
[2025-11-20T23:15:08.807427] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.807498] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.807571] [DEBUG] [LOCAL     ] Loaded configuration for MANU: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.807664] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.807740] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.807814] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.807887] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-11-20T23:15:08.807975] [DEBUG] [LOCAL     ] Loaded configuration for ROG: 2 features, 50.0% accuracy
[2025-11-20T23:15:08.808065] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.808142] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.808214] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-11-20T23:15:08.808295] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.808369] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.808442] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.808515] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.808587] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.808679] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.808755] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.808827] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.808978] [DEBUG] [LOCAL     ] Loaded configuration for TOST: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.809067] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.809149] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.809222] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.809295] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.809368] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.809441] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-11-20T23:15:08.809515] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.809589] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.809683] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.809769] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.809844] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.809953] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-11-20T23:15:08.810032] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.810104] [DEBUG] [LOCAL     ] Loaded configuration for MMT: 4 features, 50.0% accuracy
[2025-11-20T23:15:08.810176] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.810249] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-11-20T23:15:08.810319] [DEBUG] [LOCAL     ] Loaded configuration for WSR: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.810391] [DEBUG] [LOCAL     ] Loaded configuration for TDOC: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.810463] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.810535] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.810608] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.810704] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.810779] [DEBUG] [LOCAL     ] Loaded configuration for AMTD: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.810852] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.810925] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.810998] [DEBUG] [LOCAL     ] Loaded configuration for MTW: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.811069] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.811143] [DEBUG] [LOCAL     ] Loaded configuration for INGR: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.811215] [DEBUG] [LOCAL     ] Loaded configuration for FINV: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.811295] [DEBUG] [LOCAL     ] Loaded configuration for ENO: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.811380] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.811454] [DEBUG] [LOCAL     ] Loaded configuration for WOR: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.811526] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.811598] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.811692] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.811767] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.811839] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.811940] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-11-20T23:15:08.812023] [DEBUG] [LOCAL     ] Loaded configuration for VPV: 2 features, 100.0% accuracy
[2025-11-20T23:15:08.812097] [DEBUG] [LOCAL     ] Loaded configuration for PMT: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.812170] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.812242] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-11-20T23:15:08.812314] [DEBUG] [LOCAL     ] Loaded configuration for MAIN: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.812386] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.812458] [DEBUG] [LOCAL     ] Loaded configuration for PKST: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.812531] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.812603] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.812701] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.812775] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.812846] [DEBUG] [LOCAL     ] Loaded configuration for IRS: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.812931] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.813023] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.813105] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.813179] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.813252] [DEBUG] [LOCAL     ] Loaded configuration for TRU: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.813324] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.813426] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.813501] [DEBUG] [LOCAL     ] Loaded configuration for ESNT: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.813574] [DEBUG] [LOCAL     ] Loaded configuration for NMR: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.813669] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.813747] [DEBUG] [LOCAL     ] Loaded configuration for IVT: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.813820] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.813901] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.813978] [DEBUG] [LOCAL     ] Loaded configuration for ELV: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.814052] [DEBUG] [LOCAL     ] Loaded configuration for GGT: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.814125] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.814208] [DEBUG] [LOCAL     ] Loaded configuration for QD: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.814294] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.814369] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.814445] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-11-20T23:15:08.814521] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.814595] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.814687] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.814764] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.814862] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.814956] [DEBUG] [LOCAL     ] Loaded configuration for BRT: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.815047] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.815142] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.815218] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.815291] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.815364] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.815443] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.815516] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.815588] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.815686] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.815763] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.815836] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.815908] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.815985] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.816070] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.816144] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.816217] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.816290] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.816397] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.816471] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.816545] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.816619] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.816714] [DEBUG] [LOCAL     ] Loaded configuration for HGV: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.816789] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.816863] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.816994] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.817080] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.817154] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.817227] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.817300] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.817374] [DEBUG] [LOCAL     ] Loaded configuration for NXJ: 1 features, 40.0% accuracy
[2025-11-20T23:15:08.817456] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.817529] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.817603] [DEBUG] [LOCAL     ] Loaded configuration for IPG: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.817718] [DEBUG] [LOCAL     ] Loaded configuration for R: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.817799] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.817874] [DEBUG] [LOCAL     ] Loaded configuration for SRV: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.817958] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.818048] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.818128] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.818201] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.818274] [DEBUG] [LOCAL     ] Loaded configuration for AORT: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.818346] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.818419] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.818491] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.818574] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.818673] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.818750] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.818825] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-11-20T23:15:08.818902] [DEBUG] [LOCAL     ] Loaded configuration for RWT: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.818990] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.819100] [DEBUG] [LOCAL     ] Loaded configuration for DOW: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.819181] [DEBUG] [LOCAL     ] Loaded configuration for KMT: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.819256] [DEBUG] [LOCAL     ] Loaded configuration for RKT: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.819331] [DEBUG] [LOCAL     ] Loaded configuration for NRUC: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.819405] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.819483] [DEBUG] [LOCAL     ] Loaded configuration for NGVT: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.819557] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.819631] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.819724] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.819797] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.819871] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.819945] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.820020] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.820093] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.820165] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.820239] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.820314] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.820387] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.820495] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.820573] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.820664] [DEBUG] [LOCAL     ] Loaded configuration for SCHW: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.820740] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.820814] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.820886] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.820962] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.821034] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.821115] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.821188] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.821262] [DEBUG] [LOCAL     ] Loaded configuration for ITW: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.821336] [DEBUG] [LOCAL     ] Loaded configuration for PCOR: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.821409] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.821482] [DEBUG] [LOCAL     ] Loaded configuration for SUPV: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.821555] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.821628] [DEBUG] [LOCAL     ] Loaded configuration for U: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.821720] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.821796] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.821894] [DEBUG] [LOCAL     ] Loaded configuration for PNNT: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.821982] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-11-20T23:15:08.822059] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.822132] [DEBUG] [LOCAL     ] Loaded configuration for TUYA: 1 features, 40.0% accuracy
[2025-11-20T23:15:08.822206] [DEBUG] [LOCAL     ] Loaded configuration for GETY: 3 features, 50.0% accuracy
[2025-11-20T23:15:08.822279] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.822352] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.822425] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.822499] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.822571] [DEBUG] [LOCAL     ] Loaded configuration for TEL: 1 features, 100.0% accuracy
[2025-11-20T23:15:08.822663] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.822740] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.822813] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.822887] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.822966] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.823039] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.823125] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.823225] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.823301] [DEBUG] [LOCAL     ] Loaded configuration for NPWR: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.823374] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.823457] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.823531] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.823605] [DEBUG] [LOCAL     ] Loaded configuration for NOW: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.823703] [DEBUG] [LOCAL     ] Loaded configuration for NCV: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.823778] [DEBUG] [LOCAL     ] Loaded configuration for SGU: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.823853] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.823926] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.824005] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.824078] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.824151] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.824224] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.824297] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.824372] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-11-20T23:15:08.824446] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-11-20T23:15:08.824541] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.824621] [DEBUG] [LOCAL     ] Loaded configuration for KW: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.824717] [DEBUG] [LOCAL     ] Loaded configuration for MMU: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.824793] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.824866] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.824939] [DEBUG] [LOCAL     ] Loaded configuration for SVV: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.825062] [DEBUG] [LOCAL     ] Loaded configuration for STT: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.825150] [DEBUG] [LOCAL     ] Loaded configuration for PGR: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.825226] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.825290] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.825362] [DEBUG] [LOCAL     ] Loaded configuration for KKR: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.825436] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.825509] [DEBUG] [LOCAL     ] Loaded configuration for LAW: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.825582] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.825685] [DEBUG] [LOCAL     ] Loaded configuration for VTR: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.825761] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.825833] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.825930] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.826008] [DEBUG] [LOCAL     ] Loaded configuration for NET: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.826080] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.826152] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.826224] [DEBUG] [LOCAL     ] Loaded configuration for CLVT: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.826297] [DEBUG] [LOCAL     ] Loaded configuration for SR: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.826371] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.826456] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.826579] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.826679] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.826756] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-11-20T23:15:08.826831] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.826935] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.827033] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.827110] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.827187] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.827263] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.827393] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-11-20T23:15:08.827475] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.827551] [DEBUG] [LOCAL     ] Loaded configuration for HR: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.827627] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.827731] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.827806] [DEBUG] [LOCAL     ] Loaded configuration for OUT: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.827880] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.827954] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-11-20T23:15:08.828032] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.828106] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.828182] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.828255] [DEBUG] [LOCAL     ] Loaded configuration for IONQ: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.828330] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.828405] [DEBUG] [LOCAL     ] Loaded configuration for NPV: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.828482] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.828568] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.828686] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.828770] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-11-20T23:15:08.828847] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.828933] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.829025] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.829109] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.829185] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.829261] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.829337] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.829411] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.829485] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-11-20T23:15:08.829559] [DEBUG] [LOCAL     ] Loaded configuration for BLDR: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.829672] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.829766] [DEBUG] [LOCAL     ] Loaded configuration for AWR: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.829844] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.829922] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.830023] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.830106] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-11-20T23:15:08.830184] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.830261] [DEBUG] [LOCAL     ] Loaded configuration for WAT: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.830337] [DEBUG] [LOCAL     ] Loaded configuration for TDW: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.830413] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.830489] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.830567] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.830673] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.830756] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.830833] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.830919] [DEBUG] [LOCAL     ] Loaded configuration for DIAX: 2 features, 50.0% accuracy
[2025-11-20T23:15:08.830999] [DEBUG] [LOCAL     ] Loaded configuration for PAG: 2 features, 40.0% accuracy
[2025-11-20T23:15:08.831075] [DEBUG] [LOCAL     ] Loaded configuration for GF: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.831152] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.831229] [DEBUG] [LOCAL     ] Loaded configuration for DOV: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.831305] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.831404] [DEBUG] [LOCAL     ] Loaded configuration for TRAK: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.831486] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.831563] [DEBUG] [LOCAL     ] Loaded configuration for MGF: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.831639] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.831740] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.831816] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.831890] [DEBUG] [LOCAL     ] Loaded configuration for SOL: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.831969] [DEBUG] [LOCAL     ] Loaded configuration for WELL: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.832046] [DEBUG] [LOCAL     ] Loaded configuration for VVR: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.832145] [DEBUG] [LOCAL     ] Loaded configuration for SPNT: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.832227] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-11-20T23:15:08.832303] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.832378] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.832455] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.832531] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.832610] [DEBUG] [LOCAL     ] Loaded configuration for OVV: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.832705] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.832782] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.832870] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.832979] [DEBUG] [LOCAL     ] Loaded configuration for MGR: 2 features, 100.0% accuracy
[2025-11-20T23:15:08.833060] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.833136] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.833213] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.833289] [DEBUG] [LOCAL     ] Loaded configuration for WEAV: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.833365] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.833441] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.833518] [DEBUG] [LOCAL     ] Loaded configuration for SU: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.833594] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.833720] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.833801] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.833878] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.833955] [DEBUG] [LOCAL     ] Loaded configuration for RNR: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.834032] [DEBUG] [LOCAL     ] Loaded configuration for WM: 4 features, 50.0% accuracy
[2025-11-20T23:15:08.834112] [DEBUG] [LOCAL     ] Loaded configuration for PBT: 0 features, 50.0% accuracy
[2025-11-20T23:15:08.834187] [DEBUG] [LOCAL     ] Loaded configuration for NMT: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.834263] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.834339] [DEBUG] [LOCAL     ] Loaded configuration for PIPR: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.834442] [DEBUG] [LOCAL     ] Loaded configuration for SKT: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.834520] [DEBUG] [LOCAL     ] Loaded configuration for BOOT: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.834596] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.834692] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.834771] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.834859] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.834941] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.835018] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.835149] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.835241] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.835329] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.835427] [DEBUG] [LOCAL     ] Loaded configuration for FOR: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.835505] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.835581] [DEBUG] [LOCAL     ] Loaded configuration for UA: 3 features, 50.0% accuracy
[2025-11-20T23:15:08.835684] [DEBUG] [LOCAL     ] Loaded configuration for EGO: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.835763] [DEBUG] [LOCAL     ] Loaded configuration for EQR: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.835839] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.835941] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.836019] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.836104] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.836179] [DEBUG] [LOCAL     ] Loaded configuration for SXT: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.836255] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.836329] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.836403] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.836479] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.836556] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.836673] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.836756] [DEBUG] [LOCAL     ] Loaded configuration for SPIR: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.836835] [DEBUG] [LOCAL     ] Loaded configuration for MPV: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.836944] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.837038] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.837125] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.837202] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.837279] [DEBUG] [LOCAL     ] Loaded configuration for NJR: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.837355] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.837457] [DEBUG] [LOCAL     ] Loaded configuration for GIC: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.837537] [DEBUG] [LOCAL     ] Loaded configuration for GLW: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.837612] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.837709] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.837786] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.837861] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.837935] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.838010] [DEBUG] [LOCAL     ] Loaded configuration for ECAT: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.838084] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.838181] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.838260] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.838335] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.838412] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.838489] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-11-20T23:15:08.838566] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.838664] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.838747] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.838824] [DEBUG] [LOCAL     ] Loaded configuration for STZ: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.838935] [DEBUG] [LOCAL     ] Loaded configuration for WOLF: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.839034] [DEBUG] [LOCAL     ] Loaded configuration for PAI: 2 features, 50.0% accuracy
[2025-11-20T23:15:08.839116] [DEBUG] [LOCAL     ] Loaded configuration for HKD: 3 features, 50.0% accuracy
[2025-11-20T23:15:08.839192] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.839274] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.839351] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.839426] [DEBUG] [LOCAL     ] Loaded configuration for UP: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.839500] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.839577] [DEBUG] [LOCAL     ] Loaded configuration for NPCT: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.839694] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.839777] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.839853] [DEBUG] [LOCAL     ] Loaded configuration for HRI: 2 features, 30.0% accuracy
[2025-11-20T23:15:08.839928] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.840013] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.840090] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.840164] [DEBUG] [LOCAL     ] Loaded configuration for JFR: 0 features, 50.0% accuracy
[2025-11-20T23:15:08.840240] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.840316] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.840418] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-11-20T23:15:08.840498] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.840575] [DEBUG] [LOCAL     ] Loaded configuration for EXR: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.840824] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.840917] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.840999] [DEBUG] [LOCAL     ] Loaded configuration for ST: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.841086] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.841203] [DEBUG] [LOCAL     ] Loaded configuration for MMI: 0 features, 50.0% accuracy
[2025-11-20T23:15:08.841283] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.841362] [DEBUG] [LOCAL     ] Loaded configuration for RIV: 1 features, 40.0% accuracy
[2025-11-20T23:15:08.841442] [DEBUG] [LOCAL     ] Loaded configuration for ETV: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.841520] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.841598] [DEBUG] [LOCAL     ] Loaded configuration for GUT: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.841708] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.841788] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.841888] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.841975] [DEBUG] [LOCAL     ] Loaded configuration for UAN: 2 features, 50.0% accuracy
[2025-11-20T23:15:08.842053] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.842130] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.842206] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.842281] [DEBUG] [LOCAL     ] Loaded configuration for EOT: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.842357] [DEBUG] [LOCAL     ] Loaded configuration for EVR: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.842435] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-11-20T23:15:08.842512] [DEBUG] [LOCAL     ] Loaded configuration for V: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.842627] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.842732] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.842808] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.842883] [DEBUG] [LOCAL     ] Loaded configuration for VCV: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.842963] [DEBUG] [LOCAL     ] Loaded configuration for HOV: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.843042] [DEBUG] [LOCAL     ] Loaded configuration for AU: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.843118] [DEBUG] [LOCAL     ] Loaded configuration for USPH: 2 features, 40.0% accuracy
[2025-11-20T23:15:08.843195] [DEBUG] [LOCAL     ] Loaded configuration for ESRT: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.843274] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.843387] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.843481] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.843558] [DEBUG] [LOCAL     ] Loaded configuration for EMP: 3 features, 50.0% accuracy
[2025-11-20T23:15:08.843630] [DEBUG] [LOCAL     ] Loaded configuration for GDO: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.843735] [DEBUG] [LOCAL     ] Loaded configuration for REXR: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.843811] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.843888] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.843967] [DEBUG] [LOCAL     ] Loaded configuration for NWN: 0 features, 50.0% accuracy
[2025-11-20T23:15:08.844045] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.844145] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.844226] [DEBUG] [LOCAL     ] Loaded configuration for FNV: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.844349] [DEBUG] [LOCAL     ] Loaded configuration for BCAT: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.844426] [DEBUG] [LOCAL     ] Loaded configuration for GXO: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.844503] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.844580] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.844673] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.844750] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.844824] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.844925] [DEBUG] [LOCAL     ] Loaded configuration for NOK: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.845008] [DEBUG] [LOCAL     ] Loaded configuration for VST: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.845085] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.845162] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.845255] [DEBUG] [LOCAL     ] Loaded configuration for NRDY: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.845337] [DEBUG] [LOCAL     ] Loaded configuration for IIPR: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.845413] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.845487] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.845561] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.845684] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.845764] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.845841] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-11-20T23:15:08.845929] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.846007] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.846083] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.846158] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.846232] [DEBUG] [LOCAL     ] Loaded configuration for EFR: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.846307] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.846406] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-11-20T23:15:08.846486] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.846562] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.846653] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.846734] [DEBUG] [LOCAL     ] Loaded configuration for TGT: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.846823] [DEBUG] [LOCAL     ] Loaded configuration for EMR: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.846933] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.847015] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.847092] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.847194] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.847271] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.847356] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.847451] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.847529] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.847606] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.847702] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.847779] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.847876] [DEBUG] [LOCAL     ] Loaded configuration for PLOW: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.847958] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.848033] [DEBUG] [LOCAL     ] Loaded configuration for STXK: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.848110] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.848185] [DEBUG] [LOCAL     ] Loaded configuration for DV: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.848259] [DEBUG] [LOCAL     ] Loaded configuration for VIV: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.848335] [DEBUG] [LOCAL     ] Loaded configuration for SNDR: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.848408] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.848483] [DEBUG] [LOCAL     ] Loaded configuration for THW: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.848565] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.848696] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.848779] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.848858] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.848946] [DEBUG] [LOCAL     ] Loaded configuration for VNT: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.849055] [DEBUG] [LOCAL     ] Loaded configuration for AMCR: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.849147] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.849225] [DEBUG] [LOCAL     ] Loaded configuration for NOV: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.849301] [DEBUG] [LOCAL     ] Loaded configuration for EFXT: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.849392] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.849471] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.849562] [DEBUG] [LOCAL     ] Loaded configuration for GFR: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.849658] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.849737] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.849812] [DEBUG] [LOCAL     ] Loaded configuration for POR: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.849889] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.849967] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-11-20T23:15:08.850046] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.850144] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.850225] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.850302] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.850378] [DEBUG] [LOCAL     ] Loaded configuration for NBR: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.850453] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.850531] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.850607] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.850703] [DEBUG] [LOCAL     ] Loaded configuration for PWR: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.850780] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.850854] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.850931] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.851010] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.851111] [DEBUG] [LOCAL     ] Loaded configuration for AKR: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.851193] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.851270] [DEBUG] [LOCAL     ] Loaded configuration for PR: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.851347] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-11-20T23:15:08.851423] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.851500] [DEBUG] [LOCAL     ] Loaded configuration for NUV: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.851588] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.851696] [DEBUG] [LOCAL     ] Loaded configuration for RVLV: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.851777] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.851854] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.851930] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.852005] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.852097] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.852175] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.852258] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.852336] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.852410] [DEBUG] [LOCAL     ] Loaded configuration for KAR: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.852485] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.852561] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.852636] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.852739] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.852815] [DEBUG] [LOCAL     ] Loaded configuration for MPW: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.852888] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.852974] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.853052] [DEBUG] [LOCAL     ] Loaded configuration for STNG: 1 features, 50.0% accuracy
[2025-11-20T23:15:08.853126] [DEBUG] [LOCAL     ] Loaded configuration for TRV: 0 features, 90.0% accuracy
[2025-11-20T23:15:08.853203] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.853277] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.853352] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.853428] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.853504] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.853581] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.853675] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.853755] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.853831] [DEBUG] [LOCAL     ] Loaded configuration for SAR: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.853907] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.853983] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.854058] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.854135] [DEBUG] [LOCAL     ] Loaded configuration for RDW: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.854211] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.854288] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.854365] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.854443] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-11-20T23:15:08.854520] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.854596] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.854693] [DEBUG] [LOCAL     ] Loaded configuration for PNR: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.854774] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.854851] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.854930] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.855007] [DEBUG] [LOCAL     ] Loaded configuration for VRT: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.855084] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.855161] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-11-20T23:15:08.855246] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.855344] [DEBUG] [LOCAL     ] Loaded configuration for ATKR: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.855435] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.855512] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.855589] [DEBUG] [LOCAL     ] Loaded configuration for RSF: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.855686] [DEBUG] [LOCAL     ] Loaded configuration for WT: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.855765] [DEBUG] [LOCAL     ] Loaded configuration for AMPY: 2 features, 50.0% accuracy
[2025-11-20T23:15:08.855842] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.855917] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-11-20T23:15:08.855994] [DEBUG] [LOCAL     ] Loaded configuration for KBR: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.856071] [DEBUG] [LOCAL     ] Loaded configuration for BUR: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.856147] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.856222] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-11-20T23:15:08.856299] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.856373] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.856448] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.856522] [DEBUG] [LOCAL     ] Loaded configuration for NRT: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.856599] [DEBUG] [LOCAL     ] Loaded configuration for MTDR: 0 features, 90.0% accuracy
[2025-11-20T23:15:08.856696] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.856774] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.856850] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.856959] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.857062] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.857147] [DEBUG] [LOCAL     ] Loaded configuration for UZD: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.857223] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.857299] [DEBUG] [LOCAL     ] Loaded configuration for BKU: 0 features, 80.0% accuracy
[2025-11-20T23:15:08.857373] [DEBUG] [LOCAL     ] Loaded configuration for YOU: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.857448] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.857522] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.857596] [DEBUG] [LOCAL     ] Loaded configuration for T: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.857693] [DEBUG] [LOCAL     ] Loaded configuration for AR: 1 features, 60.0% accuracy
[2025-11-20T23:15:08.857770] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.857845] [DEBUG] [LOCAL     ] Loaded configuration for RNGR: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.857925] [DEBUG] [LOCAL     ] Loaded configuration for NTST: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.858016] [DEBUG] [LOCAL     ] Loaded configuration for GGZ: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.858104] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.858178] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.858259] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-11-20T23:15:08.858348] [DEBUG] [LOCAL     ] Loaded configuration for MCR: 2 features, 60.0% accuracy
[2025-11-20T23:15:08.858435] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.858512] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-11-20T23:15:08.858587] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.858683] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.858761] [DEBUG] [LOCAL     ] Loaded configuration for PAR: 5 features, 70.0% accuracy
[2025-11-20T23:15:08.858837] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.858921] [DEBUG] [LOCAL     ] Loaded configuration for VEEV: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.859005] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.859081] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.859156] [DEBUG] [LOCAL     ] Loaded configuration for BWNB: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.859231] [DEBUG] [LOCAL     ] Loaded configuration for LMT: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.859307] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.859383] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.859460] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.859536] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.859611] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.859710] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.859800] [DEBUG] [LOCAL     ] Loaded configuration for NYT: 3 features, 50.0% accuracy
[2025-11-20T23:15:08.859878] [DEBUG] [LOCAL     ] Loaded configuration for MATV: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.859998] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.860076] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.860151] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.860229] [DEBUG] [LOCAL     ] Loaded configuration for TT: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.860305] [DEBUG] [LOCAL     ] Loaded configuration for SMRT: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.860390] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.860467] [DEBUG] [LOCAL     ] Loaded configuration for XHR: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.860542] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.860617] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-11-20T23:15:08.860718] [DEBUG] [LOCAL     ] Loaded configuration for W: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.860794] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.860869] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-11-20T23:15:08.860943] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.861020] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.861095] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-11-20T23:15:08.861183] [DEBUG] [LOCAL     ] Loaded configuration for VIRT: 3 features, 70.0% accuracy
[2025-11-20T23:15:08.861260] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-11-20T23:15:08.861362] [DEBUG] [LOCAL     ] Loaded configuration for WMT: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.861440] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.861523] [DEBUG] [LOCAL     ] Loaded configuration for MUR: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.861613] [DEBUG] [LOCAL     ] Loaded configuration for UHT: 2 features, 80.0% accuracy
[2025-11-20T23:15:08.861713] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.861791] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-11-20T23:15:08.861869] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-11-20T23:15:08.861948] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-11-20T23:15:08.862025] [DEBUG] [LOCAL     ] Loaded configuration for OGS: 3 features, 50.0% accuracy
[2025-11-20T23:15:08.862102] [DEBUG] [LOCAL     ] Loaded configuration for TU: 1 features, 70.0% accuracy
[2025-11-20T23:15:08.862215] [DEBUG] [LOCAL     ] Loaded configuration for WIW: 3 features, 80.0% accuracy
[2025-11-20T23:15:08.862292] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-11-20T23:15:08.862366] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-11-20T23:15:08.862441] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-11-20T23:15:08.862517] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-11-20T23:15:08.862602] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-11-20T23:15:08.862697] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-11-20T23:15:08.863255] [INFO ] [LOCAL     ] Saved consolidated report: 1341 forecasts -> ./output/forecasts/full/2025-11-21.txt
[2025-11-20T23:15:08.863324] [INFO ] [sig       ] [29/29] Successfully generated report for 2025-11-21: 1341 entries
[2025-11-20T23:15:08.863381] [INFO ] [sig       ] ==================================================
[2025-11-20T23:15:08.863425] [INFO ] [sig       ] Report generation complete: 29/29 reports succeeded
[2025-11-20T23:15:09.479981] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-11-20T23:15:09.480228] [INFO ] [sig       ] Email notification sent
[2025-11-20T23:15:09.480693] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-11-20T23:15:09.480898] [INFO ] [STATE     ] Last completion updated: 2025-11-20T23:15:09.480751